{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "# 抖音美妆 数据分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib as mplt\n",
    "mplt.rcParams['font.sans-serif'] = ['KaiTi']\n",
    "mplt.rcParams['font.serif'] = ['KaiTi']"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "outputs": [
    {
     "data": {
      "text/plain": "       是否认证           获赞数        关注数            粉丝数         作品数  动态数  \\\ncount  18.0  1.800000e+01  18.000000      18.000000   18.000000  0.0   \nmean    1.0  1.196387e+06   9.666667  123023.833333   56.111111  NaN   \nstd     0.0  1.920030e+06  13.698433  204509.841632   45.192255  NaN   \nmin     1.0  3.100000e+01   1.000000      58.000000    4.000000  NaN   \n25%     1.0  1.996825e+04   2.000000    2904.250000   20.000000  NaN   \n50%     1.0  2.082210e+05   3.500000   48614.500000   48.000000  NaN   \n75%     1.0  1.503971e+06  10.000000  143421.000000   89.250000  NaN   \nmax     1.0  6.284066e+06  53.000000  839612.000000  157.000000  NaN   \n\n              喜欢数  \ncount   18.000000  \nmean    34.666667  \nstd     44.275873  \nmin      0.000000  \n25%      1.500000  \n50%      8.000000  \n75%     67.500000  \nmax    132.000000  ",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>是否认证</th>\n      <th>获赞数</th>\n      <th>关注数</th>\n      <th>粉丝数</th>\n      <th>作品数</th>\n      <th>动态数</th>\n      <th>喜欢数</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>count</th>\n      <td>18.0</td>\n      <td>1.800000e+01</td>\n      <td>18.000000</td>\n      <td>18.000000</td>\n      <td>18.000000</td>\n      <td>0.0</td>\n      <td>18.000000</td>\n    </tr>\n    <tr>\n      <th>mean</th>\n      <td>1.0</td>\n      <td>1.196387e+06</td>\n      <td>9.666667</td>\n      <td>123023.833333</td>\n      <td>56.111111</td>\n      <td>NaN</td>\n      <td>34.666667</td>\n    </tr>\n    <tr>\n      <th>std</th>\n      <td>0.0</td>\n      <td>1.920030e+06</td>\n      <td>13.698433</td>\n      <td>204509.841632</td>\n      <td>45.192255</td>\n      <td>NaN</td>\n      <td>44.275873</td>\n    </tr>\n    <tr>\n      <th>min</th>\n      <td>1.0</td>\n      <td>3.100000e+01</td>\n      <td>1.000000</td>\n      <td>58.000000</td>\n      <td>4.000000</td>\n      <td>NaN</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>25%</th>\n      <td>1.0</td>\n      <td>1.996825e+04</td>\n      <td>2.000000</td>\n      <td>2904.250000</td>\n      <td>20.000000</td>\n      <td>NaN</td>\n      <td>1.500000</td>\n    </tr>\n    <tr>\n      <th>50%</th>\n      <td>1.0</td>\n      <td>2.082210e+05</td>\n      <td>3.500000</td>\n      <td>48614.500000</td>\n      <td>48.000000</td>\n      <td>NaN</td>\n      <td>8.000000</td>\n    </tr>\n    <tr>\n      <th>75%</th>\n      <td>1.0</td>\n      <td>1.503971e+06</td>\n      <td>10.000000</td>\n      <td>143421.000000</td>\n      <td>89.250000</td>\n      <td>NaN</td>\n      <td>67.500000</td>\n    </tr>\n    <tr>\n      <th>max</th>\n      <td>1.0</td>\n      <td>6.284066e+06</td>\n      <td>53.000000</td>\n      <td>839612.000000</td>\n      <td>157.000000</td>\n      <td>NaN</td>\n      <td>132.000000</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 读入数据\n",
    "path_data = 'douyin_beauty_social_data.xlsx'\n",
    "data_user = pd.read_excel(path_data, index_col=0,sheet_name='用户信息')\n",
    "data_user.describe()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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ZWXH27Nk3Lg+YEVlJRQghhMh9ZCWVPKhVq1Y0aNCAli1bMmvWLNauXYulpSV169ZlzZo17N+/P8N6lpaWWFhYANC0aVMAhgwZwpgxY/D393/ncCiEEEKIvM0kpzsgsu7PP//k119/RavV4uzszJ07dzh9+jSxsbEcPXqU2bNnp6uTlpbG/PnzKV68OJUrV+batWv4+/uj0Wjo2rVrltvWaDRoNBr9tlqtzpZrEkIIIcTHR4aOcono6GhCQkJo06YNL168YMaMGVhbW3Pnzh28vb1xdHQkNTWVU6dO8de3BsLCwti0aRNt2rTh4cOHHD16lK1btzJo0CDWr1+f5dnPvr6+qFQq/c/V1fWfulQhhBBC5DB5BzEXiYuLo0WLFsyfP5/Hjx9z+fJlvL29OXHiBL///jsPHz6kS5cuDBkyBKVSqa8XExODra0to0aN4quvvsLV1ZW4uDi+++47UlNTGTBgAF5eXm9sO6MRRFdXV3kHUQghhMhFsvoOogTEXGTgwIHUq1ePhg0bcv/+fT755BPs7Oy4ceMGJiYmTJw4kU2bNmVYNykpic6dO9O/f38OHjxIuXLlePHiBZGRkTx79oyaNWsybNiwLPdFJqkIIYQQuU9W/37LO4i5xKZNm/Dw8CAyMpI7d+6wbds2zp07x+bNm/Hz88Pa2tpgJvP169eZPHky9vb22NjYYGxsjKmpKTY2Npw9e5Y+ffqgUqmwtLTEzMyM1NTUHLw6IYQQQnxMJCDmAlFRUVSqVAlXV1du376NQqHAy8sLnU5HTEwM/fr1o2TJkpw8eVJfp0yZMvz666/67cuXLxMREUFwcDAeHh7UqFEjB65ECCGEELmBTFLJBfLnz0+ZMmUIDg7G3d2dS5cuUa9ePYKDg1Eqlfz666907dqVzz77jDt37mR4jsqVKzN69GhWrFhBYmIiQ4YM4c8///yXr0QIIYQQuYGMIOYi7u7ueHp6YmxsTOHChdm2bRs3btygQIECzJ8/n+3bt1OzZk1at27NhAkTKFq0KElJSRw6dIjz588DcPToURwcHNi6dSve3t4MGzaMb775JoevTAghhBAfE5mkkgfpdDoUCkWm26+p1Wr27dtH9+7d37kNmaQihBBC5D6yksp/2N/DYEbhEMDGxua9wqEQQggh8jYJiEIIIYQQwoAERCGEEEIIYUACohBCCCGEMCABUQghhBBCGJCAKIQQQgghDEhAFEIIIYQQBiQg/kclJycjn8AUQgghREYkIH5kFi9ezJMnT7L9vKmpqaxfv57ExEQA/Pz8aNGiRba3I4QQQojcTwJiDkhJSUGn05GSksLp06eZPn06586dA2DBggXExsa+8zlLlCjBxYsXMz1uYmLCqVOnWL9+PSdOnODAgQNoNBq++eYbvvrqKyIjI9/7eoQQQgiRt8hazDlg586drF+/ntq1a2Nvb0/dunWpXr06YWFh1KpVi5IlS2a6PF5SUhLHjx/H2tqaevXqAXDq1ClKly5NpUqV0pUPDg5m9erVGBsbY21tzb1796hcuTKmpqbs378fCwuLTFdaEUIIIcR/k6zFnAP8/f05deoUo0ePJi4uji5dunDo0CFGjhyJh4cHGo2GKVOm0KNHD+bMmaOvd/jwYQYNGkS3bt346quvcHFxISUlhb59+7J06VKsrKze2K5Wq+XevXv06dOHXbt2oVQqsba2zlKfNRoNGo1Gv61Wq3F1dZW1mIUQQohcJKtrMcsIYg4wMzMjLS2NzZs3U6hQIWrUqMGDBw+wt7fH29sbV1dXTp8+zffff29Qz9vbm8aNG+Pt7Y2LiwvR0dHMmzePxo0bs3LlSo4cOYJWq2XDhg0UKFDAoO69e/dYtGgRKSkpRERE4OPjQ0JCAuvXr8fI6O1vGvj6+jJp0qRsvQ9CCCGE+DhJQMwBaWlp5MuXDxcXFz799FNOnz5NSEgI33zzDd27d2fTpk2sW7cOS0tLg3rJycm8fPmSjRs3Ymdnx5kzZ9BqtdSoUYOiRYsyaNAgHBwcMnxk7OLigkqlYvTo0bx48YJp06ZRu3ZtAgICqFat2lv77OPjYxBYX48gCiGEECLvkUkqOSA5ORmlUkmRIkVISkri3LlztGjRAnNzc548eYKVlVW6cAivZjjfuXOH1q1bU6FCBcqUKUOZMmVISUnh4MGDGBsb4+7uTv78+dPVNTU1pWrVqkRHR6PRaFiwYAE9evRg1apVWRoZVCqV2NjYGPyEEEIIkTfJCGIO0Gg0KJVKFixYwJkzZxg5ciQ9e/YkNDSUtLQ0Xr58meG7gUOHDiUsLIxq1aoRHByMhYUFBw8eJDo6mgoVKmBsbAy8GqH862Pj3377jd9++w0bGxt69uyJpaUlVatWpVmzZhQoUCDd42ghhBBC/LfJCGIOiIuL48aNG/Tv35+yZcuydOlSAH799VfmzZvH9OnTM6wXHx/PnTt3WLRoES4uLmi1Wlq3bs3XX39N3bp1AUhISNB/6/C1Dh06sH79esqXL8+MGTNo2rQpLi4uHD58GGdnZ8zNzf/ZCxZCCCFEriIBMQeEhoZiYWHB2bNnGTBgAKNHjyYkJIR79+5Rq1YtzM3NGTduHGlpaQC8ePGCXr160bJlS3x8fJg+fTq2trY8f/6cY8eOMXnyZIYOHco333zD/fv3MTU1TdfmqlWrUKvV9OvXj4SEBLp3746zszNeXl7s3r2blJSUf/s2CCGEEOIjJY+Yc4CDgwMajYbq1avTs2dPwsPD2bNnD/Pnzwfgm2++oUyZMhw+fJjJkyfj7e1Nnz598PLyQqlU6s9ja2vLF198QY0aNQAIDAzk5MmTmJmZ6cskJyczf/58ihcvTr9+/Xjx4gVRUVEA9OzZE5VKxdy5c1m6dCmjRo2ifv36/96NEEIIIcRHSb6D+BGIjY1FpVIZ7Hvy5AlXr17FxMSEKlWqZGlSiE6n48SJEzRq1Ei/Lzo6Gmtra/2oYnh4OD4+PmzcuPGD+pzV7ygJIYQQ4uOR1b/fEhD/gyIjI3F2dv6gc0hAFEIIIXKfrP79lncQ/4M+NBwKIYQQIm+TgCiEEEIIIQxIQBRCCCGEEAYkIAohhBBCCAMSEIUQQgghhAEJiEIIIYQQwoAExH/Iy5cvs1QuJCSEW7du/cO9EUIIIYTIOgmI2eSzzz4jMDBQv71792569uz51npPnjxh6NCh/2DPhBBCCCHejQTEbJKcnEy+fPn02yVKlMjSB6QtLCxQq9UMGTKEhQsXZlimd+/eBiGybdu2NGzYUL9WM0CPHj1o2bKlQT13d3e6d++u3544cSINGjQAIDU1laFDh5I/f37c3NwybVsIIYQQ/z2yFvMHSkhIYP/+/Vy/fh0fHx8+/fRTOnXqhE6n48WLFyxcuJDnz58zceJEg3qJiYlMmjSJFy9eYGlpSf/+/fH09Hxre4sXL+b8+fNcuXIFI6NX+V6n03H06FHUajXJyckGazHv2LGDJ0+e4OTkZHCen376ifPnz/P7779z+/Zt2rdvT926dalQocKH3xQhhBBC5GoygviBLC0tqVq1KpUqVWLVqlV06NCBJUuWMGfOHGJiYihbtizDhg1LV8/CwoJp06bRu3dvEhMT2bJlC5UrV6ZDhw7ExsZm2Nb169cZMWIEa9eupVChQvr9165dQ6fT4ebmhr+/v0EdrVbLsmXL0p3r5MmTtGvXDg8PD5o3b86AAQMIDQ39wLshhBBCiLxARhA/QHBwMBcuXMDU1JQSJUowYMAA1Go1u3btwsnJiTVr1nDy5Enc3NwMHj8/ffqUxo0bM2TIEAoXLkypUqWYOnUqarWaxMREjI2N07Wl0Wjo3r07/fv3p1WrVgbH/Pz8qFmzJg4ODvj5+dGwYUP9sbZt27Js2TJGjx5tUKdkyZKsW7eOjh07UqpUKX766ac3XqtGo0Gj0ei31Wr1O90rIYQQQuQeMoL4AVxcXNi4cSO2trY0bdqUypUr06dPH0JDQ7l+/ToODg4MHjwYOzs7UlJS9PUcHR0pV64cnTp1wsHBgfv37zNt2jQCAgJYtGgR1tbW6dpat24dV65cwdTUNN2xI0eO4OXlhZeXF35+fgbHPv30U7RaLTt37jTYP378eIoXL07ZsmX5/PPPefjw4Ruv1dfXF5VKpf+5urq+y60SQgghRC4iAfED2Nra4ubmhpOTE6GhoVy5coXKlSvz+++/ExkZyb1799iwYQO9evWiTZs2BnXbt2/P/Pnz6dmzJzqdjpEjR+Lv72/w/uBfGRsbM336dBYvXsyTJ0/0+5OSkjhz5gw1a9akVq1aBAYG8vz5c/1xMzMzBgwYkG4SikqlYv/+/Rw/fpw7d+5QtWrVNz5i9vHxITY2Vv8LDw9/n1smhBBCiFxAAuIH+uqrr3jw4AEbN25k5cqVpKSkULJkSbp06UKdOnUYPnw43bt3p1atWgb1unTpQsmSJalQoQI6nY5vvvmGZ8+eZdpOz549GTVqFB4eHsyYMUO//8yZMyQmJtKmTRtq1qypn7DyVwMHDuTixYtcvXpVv+/SpUskJiZSv359zp49i6enJ9OmTcu0faVSiY2NjcFPCCGEEHmTBMT3FB0dzcmTJ7l+/TrXrl3j8ePHrFmzBq1WS40aNbC1tUWhUKBWq7l69SpVqlQxqL93715Onz7NvHnzKFWqFEOGDKFp06YsWLCAxMTEdO2ZmpqiUCgYP348S5cuJSIiAnj1eLlOnTpcvXqVoKAg2rRpw5EjRwzqOjs706VLF/bs2aPf17hxY37//XcATExMqF+/PtHR0dl9m4QQQgiRC0lAfE8mJiacOHGCokWLMnHiRKpWrcqgQYMoU6YMAAqFAiMjI3bu3MnatWupW7euvu7SpUu5d+8ey5cvJyEhAYDSpUuzZ88elixZQtGiRRk1ahTnzp0z+NYhQKdOnShRogTTp08HXk1Qad68Oe7u7ri7u9OyZct0ARFgyJAhaLVa/ba3tzeTJ0/mzp07XLp0iTVr1uDt7Z3t90kIIYQQuY/MYn5P+fLlY9KkSfptW1tbg+MKhQJTU1N69OhBzZo1sbGxISEhgb1799KoUSNKliwJwIMHDzAxefWfwc3NjT/++AM/Pz9MTExQqVQoFIp05x0/fjyff/45I0aM4OrVqyxZskR/vHHjxgwaNIgbN24Y1KtevTo1a9bUby9atIjBgwdTtWpVrKys6NOnD/3798+WeyOEEEKI3E2h0+l0Od2JvODQoUM0b95cv339+nXOnj3Ll19++cZ6hw8fxt/fn8mTJ//TXcxWarUalUpFbGysvI8ohBBC5BJZ/fstAfEfkpiYyMuXL3FwcHhjubS0NMLCwihWrNi/1LPsIQFRCCGEyH2y+vdbHjH/QywsLLCwsHhrOSMjo1wXDoUQQgiRt8kkFSGEEEIIYUACohBCCCGEMCABUQghhBBCGJCAKIQQQgghDEhAFEIIIYQQBiQg5lJJSUnExMTkdDeEEEIIkQdJQPwIaDQaqlWr9k5rIaemptKgQQN279793u0mJCRw5MgRUlNT3/scnhMO4z5q/3vXF0IIIcTHR76D+BFQKpWkpKRgamoKwIULFyhVqlS65fvu3bvH06dPqVSpEtHR0UyaNIkrV67w6NEjEhIS8Pf3x8XFhdmzZ6NUKtO18+zZMyIjI0lMTOTIkSMolUr27dvH8ePH8fX1/TcuVQghhBC5gATEj0TRokWxtrYGYOLEiSiVynSjg6tWreLly5dcvXoVa2trSpcuTdWqVUlNTaVIkSI8f/6cK1eucO7cORo2bAi8Wqll2bJl7NixAzs7O1q0aEGLFi2oUKECbdq04e7du7Rv3/7fvlwhhBBCfMQkIOawoKAgHBwcUKlUAGzcuJGSJUsye/bsdGX37duHv78/VlZWTJ06lUePHuHm5saRI0dYsWIFI0aMIH/+/AZ1jIyMGDRoEPv27WPatGmULFmSR48esX37dtq0acPTp08pX778v3KtQgghhMgdJCDmAK1Wy9ixY4mJieHx48c8fvwYNzc3Vq9ejYmJCQsWLMiw3q5duzh06BCOjo74+PgQEhLCyJEj2bJlCykpKQwfPpzy5cvz3XffGdSLj4/H2NiYkiVLAhAbG0vlypWBV+8yZmVJQI1Gg0aj0W+r1er3vXwhhBBCfORkkkoOMDY2xtfXlyVLllCyZEmGDRuGsbExd+/epVy5cpnWmzp1KgqFgkKFCjFu3DjGjRvHTz/9hKWlJXPmzGHx4sUYGxsb1Hn58iVff/01BQoUwNvbm4MHD3L37l2KFy8OgKWlJbt372bDhg0GAfDvfH19UalU+p+rq2v23AwhhBBCfHQkIOaguLg4zp49S8eOHdFoNEyZMoXZs2fz66+/Zli+QoUKtGvXDlNTU86fP4+VlRUzZsygT58+/PLLL0RGRjJkyBCDOvfv3+fUqVOsXLkSKysrPD09CQ4OZsOGDcydO5cOHTqgUqlYsmQJBw8ezLSvPj4+xMbG6n/h4eHZei+EEEII8fGQR8w5yMfHhxkzZmBkZERSUhKpqamsWLGCBg0asGHDBsaNG0fNmjX15b/++ms2bNhAYGAgv/32GxcvXqRatWrY29tneP64uDjmz59PyZIlWbRoEdbW1ri6ujJs2DDMzMxITEwkODiYYsWK4ebmRo0aNTLtq1KpzHBmtBBCCCHyHgmIOWTJkiV4eXlRt25d4NWHr9VqNQUKFGD//v307duXr776ilatWjFu3DjUajV+fn6UK1eO1q1bY2try8mTJ0lISKBDhw4MHjyYli1b0rp1a+DV7OWdO3cyZ84cLly4QOPGjTEyMmLs2LE8ffoUa2trUlNTyZ8/Pw0bNuTx48c4Ozvn5C0RQgghxEdCAmIOuHXrFo0aNeKTTz4hISEBY2Nj7t+/r/9gtYODA3v37jWokz9/fv73v/+h0+no2bMnGzZswM7ODg8PDwBUKhUKhUJf3sjIiF69egHQrFkz/f6pU6em609iYiJarTbbr1MIIYQQuZMExBzwejYxvBrp69SpEw8fPsTOzu6tdf39/Xn06BHTpk3jwoULREdHc/LkSUJCQujSpcs79+Xw4cPs3LmT2rVrv3NdIYQQQuRNEhBzmLW1Nbt27WL+/PlZescvODiYVq1a0blzZ8aMGaPfr1Ao3mtmsZeXF2PHjn3jBJU39meSNzY2Nu9VVwghhBAfJ4VOp9PldCfEh9PpdAaPmP9parUalUpFbGysBEQhhBAil8jq32/5zE0e8W+GQyGEEELkbRIQhRBCCCGEAQmIQgghhBDCgAREIYQQQghhQAKiEEIIIYQwIAFRCCGEEEIYkIAohBBCCCEMSEAUQgghhBAGZCWVbJKSkoKpqem/1t7Lly8xMjLC0tIyy3X+/PNPXFxcsLKy4smTJ3To0IEzZ85gbGz83v3wnHAYI6VhH8JmtHrv8wkhhBAi58kIYjZp0KABZ8+efed6CQkJVKpUia1bt75TvadPn+Lk5ERSUlKW6wQHBzNq1CjgVaBNSUlh//79LFy4kCtXrrxT+0IIIYTIu2QEMZuULVs2y0vOpaWlYWT0KptbWlqyevVqzp8/T3R0NFeuXCEgIAAvLy9q1aqV6TmKFStG8eLFMTc3f2NbWq2WuXPnEhkZiYmJCYGBgcyaNYugoCBat26NiYkJpUuXJl++fFm/WCGEEELkaRIQs4mlpSVWVlYA+lG969evs3fvXmxtbRk0aBBmZmYALF++HGNjY5KSkkhOTkar1ZKamsratWspXrw4x48fZ/To0ezevZvmzZtn2N79+/cxMjJiwoQJnDlzBnNzc9avX0+BAgUMyhkbGzNs2DAUCgUKhYJTp05Rv359Dh48iE6no0iRIpQtW/YfvDNCCCGEyG0kIGYTExMTdu3ahYeHB48fP+bPP/+kd+/efP3111SpUoX69etTsWJFANatW8eCBQuoUKGCPjS+lpSUxMmTJ+nfvz+lSpUyOJacnMx3333HpUuXsLS05MGDB3Tq1InRo0ejVCoz7ZuRkRF37txh4sSJlC9fnkuXLmFtbY2DgwPly5dn165dtGnT5o3Xp9Fo0Gg0+m21Wv2Od0gIIYQQuYUExA8QEhLCjh07iI6OZuXKlcycOZN69epx+fJlbG1tMTMzIykpieLFi+vDIbx6PFytWjUePnzIgwcPCA0NZdu2beTPn5+ff/6ZOXPmZNiemZkZixYtAqB3794EBweTmpr6xnD4WvHixbl16xb9+vXj8uXLqFQqKlSoQOnSpTMdpfwrX19fJk2alLUbI4QQQohcTSapfICyZcsyfvx4+vTpQ2JiIjVr1sTe3h4zMzNOnTrFlStXMDU1RalUkpaWpq+3adMmAJ48ecK4ceOoWrUq48eP5/jx41maCR0ZGcn9+/dp3Lgxhw4d4tatW1nqb8uWLVGr1XTt2pX69euzfv16pk6dmqU2fXx8iI2N1f/Cw8Oz1KYQQgghch8JiNlgypQpfP755/zyyy+MGzeO5ORkypUrh729PTExMRgZGWX4SLZEiRK8fPmSlStXkpqaSu3atdM9cs7IyJEjmTlzJkZGRowYMYJRo0YRHBz81npt27bl6NGjtGnThv3791O0aFHat2+fpWtUKpXY2NgY/IQQQgiRN0lA/ECbNm2iRYsWFCxYkMGDBzN+/Hji4+OJiorCxsaGwoULZxoQzczMKFOmDJMmTcLJySlLoevAgQN4eHhQrVo1FAoFpqamzJ49m+bNm7N06VKDkcq/io6OxtTUlObNm2NkZMSDBw8ICAigZ8+etG/fnpYtWxIQEPDB90MIIYQQuZ+8g/gBgoKCUKvVDBo0iCFDhgBgamrK48ePqVGjBjVq1ECr1ZKYmEhycnKG5wgNDWXy5Ml8/vnnb32X8N69e2zatImvv/6azZs3c/XqVTp16kRaWhoLFizg888/Z8GCBQwbNox+/fqh1WqZOnUqd+7cwcXFhaJFi+Lu7o69vT0DBw7E0dERExP5X0AIIYQQhiQdfABzc3MGDRoEwIsXL/TfNrx//z43btwgKCiIiIgIzpw5g0qlyvAcNWvW5McffyQsLAwzMzN0Oh06nU5/rtciIyNZtGgRS5cuZe/evahUKlxdXfn111/17xBGRUWRmJiInZ0d8OoTNxMmTEjX5ooVK3BycvqgFVReC57kLY+bhRBCiDxGAuIH+OtnaG7evKlf9q5x48ZUrVoVlUpFXFwcAQEBODg4APDo0SPOnz/P06dPCQ0N5dChQ0RGRpKYmMizZ8/w8vLiyZMnlChRAj8/P/35ExISmD17NgDdu3dHq9Uye/ZsgwkmFhYWWFhYvLXfNjY22RIOhRBCCJE3SUDMJnXr1tV/pLpx48b6/fny5TMIeg4ODiQnJ+Pi4kKTJk3w9fXNcBaxVqs12Pbw8Eh3vGDBgu/V1zJlyrxXPSGEEEL8Nyh0Op0upzsh3k98fLx+9ZZ3kZiYmKWRxjdRq9WoVCpiY2PlEbMQQgiRS2T177fMYs7F3iccAh8cDoUQQgiRt0lAFEIIIYQQBiQgCiGEEEIIAxIQhRBCCCGEAQmIQgghhBDCgAREIYQQQghhQL6DmMvFx8cTGhpKuXLl3rluUlIS5ubmH9S+54TDGCktMzwWNqPVB51bCCGEEDlDRhCBuLg4Lly48K/V+1Dr168nLS0NADMzM+rUqcPLly/fWi81NZXIyEj99syZM5k+ffo/1k8hhBBC5E55KiBGRUXRvn17rKysqF69OlevXtUfO3nyJO7u7hnWW716NS1btnzn9t633oeIiopi8ODBPHr0CIDo6GgKFCjA2LFjGT58eIZ1/Pz8+PTTT6lUqRJLlizh5cuXPH36FLVaTb9+/Th48CBJSUn/5mUIIYQQ4iOWpwJir1690Gq1XLlyhU6dOtGxY0dSU1PfWm/AgAEEBAS8c3vvW+9D/PTTT8ycORNXV1c2btzIjBkzMDMzo2zZsowYMSLDOs2aNWPGjBkUL16cr7/+mhs3bvC///2PSpUq4e/vz8SJE1m1atW/eh1CCCGE+HjlmYB4584dDh48yMqVKylevDjDhw/nxYsXXLx48a11zc3NKVq06Du3+b713ldYWBiXL19m0KBBAJQuXRqNRoNCocDY2BhjY2Nu3bpFfHy8Qb1169YxceJE7t69y6pVq3BxcSE+Pp7IyEiePXtGhQoVqFGjxr92HUIIIYT4uOWZgHj+/HmKFSuGk5MTAMbGxnz77bdZmoSR0ePntWvX0qBBA1asWIGTkxNOTk7s3LnzrfUAlixZQuHChXF3d+fbb7/Vl3l9ztfCwsJQKBT67UOHDlGuXDlsbW354osv0Gg0+mM6nY7vvvuOOnXqkJqaysOHD3n58iUlS5bEwcGB69evM27cOJYvX86WLVsM+tOrVy8mTpxIkyZNaN26NdHR0VSpUoXhw4fTrVs3Hj58SMmSJd94jzQaDWq12uAnhBBCiLwpz8xijoiIwNHR0WDfhAkTPuicwcHB7Ny5E39/f1auXMnQoUPp2LHjG+tcunSJ7777ju3bt+Pu7k6HDh2y1NadO3do164dixYton79+nTq1IlZs2YxduxYAObPn0///v3Zvn07z58/Z9WqVeTPn5/q1atTuHBhrl69So8ePahQoYLBeXfv3s2lS5cICgrC1dUVtVpN7dq1cXBwYOnSpVhZWdG0adM3LtgN4Ovry6RJk7J0LUIIIYTI3fLMCGJKSgrGxsbZes74+HjWrVtH8eLF6du3L+Hh4W+ts2fPHpo3b07r1q3x9PTM9L3Av9uyZQsVK1bkiy++oESJEgwePJg9e/YAEBgYSNWqVWnZsiVarRZnZ2cmTJhA4cKF2bNnD7Vq1aJkyZKsW7cu3XmVSiXVqlVj586dzJ07F0dHR/z8/ChYsCD37t1j3759+Pv7G8xuzoiPjw+xsbH6X1buhRBCCCFypzwzgmhra0tMTIzBvvLlyzN69Gg+/fTT9zpn6dKl9aOSZmZmWarz9OlTChUqpN8uUqRIpmUTEhL0/3748CGBgYHY2toCrz5JY21tDUClSpX05V5/3gbAxsaGqKgoNm/eTJUqVbh9+3a6Npo3b46fnx99+/bF3t6ekJAQihcvTq9evWjVqhV2dnb6dt5EqVSiVCrfWk4IIYQQuV+eCYgVK1bkzz//JC4ujnz58pGamsq9e/dwcXF573O+7bFrRgoWLGgwszk0NFT/b4VCYRDw/lrOxcWFNm3aMGfOHAC0Wq1BgHy976+fo3n06BHm5uZER0djYWGBVqvNsE/NmjWjWbNmnDx5kpCQEL755hvi4uLYs2cP8fHxfP3111haZvyxayGEEEL89+SZR8y1atWidOnSDBo0iNDQUMaOHYutre2/Pju3Xbt2HDlyhD179hAcHKwPfACFCxfm+vXrqNVqnj17xsyZM/XHPv30U86cOcPt27dRKpX8/PPP9OnTx+DcN27cMBjFu3jxIsOHD2fatGnY2dmlG0H9q4iICPr27Uu5cuWIiIjA1taWDh06MGXKFO7cuZN9N0AIIYQQuV6eGUE0MjJiz549fPHFF3h6elK+fHkOHDiAqanpv9qPSpUqsWDBAgYNGoRWq6Vnz55s3boVgEaNGtGsWTPKlSuHk5MTo0ePpnv37gB4eHiwfv16vv/+e0JDQ6lRowa//PKLwbkjIyMNHl/7+/vj6urK48ePOXjwYKYzi69du8aiRYuYN28eERERNG3aVD/C2qtXL8qXL//e1xs8yfu9RlqFEEII8fFS6HQ63YeeJDk5maNHj+Lt7Z3tE0Vyu5MnT9K7d2/CwsI++FwajYaHDx/i4eEBwMqVK/niiy9ITk6mV69eVKxYkZEjRxrUOXfuHC9evKB169ZotVp69epFyZIliY+Px9ramjp16tCwYcN37otarUalUhEbGysBUQghhMglsvr3+70CYvv27Zk2bRply5YFoHPnzlhbW7N27dr37nBelZ0B8U2Sk5P1H8t+k7S0NIyMPvzNAgmIQgghRO6T1b/f75wUkpKS+OOPP1iwYAFarZbbt29TvHhxCYeZaNCgwT8eDuHVLOusjN5mRzgUQgghRN72XiOIEydO5Pvvvyc+Pp6UlBR0Oh1JSUkkJibi7OysX81E5F0ygiiEEELkPln9+53lSSojR46kWrVqdO7cmQoVKtCuXTvc3d2xsrJCp9Oh1WqJiopiz5497Ny5k1atWmXLhQghhBBCiH9XlgNilSpVOHHiBGvWrOGLL76gb9++9OjRI125OXPmSDgUQgghhMjFsvxCWteuXVm4cCE7d+7kxYsXXL9+HZ1Ox4sXLxg6dCi1a9fm6tWrDBs27J/srxBCCCGE+IdleQTR19cXBwcHvvjiC/r168fy5cu5d+8eP/zwAwsWLCApKUm/TJwQQgghhMi9shwQ69aty/DhwylVqhQ7d+4kMDCQ58+fExsby8aNG4FXM2mdnJxo165drlm6Lbs++yKEEEIIkVdkOSDWqVOHjRs3MmXKFIYPH05qaip79uyhVq1adOzYEbVaTVhYGMbGxjkSDh8/fswvv/zCkCFD3vq5l0uXLlGoUCEKFSrEn3/+yf/+9z+CgoIyLT937lw6duyIu7t79nY6D/CccBgjZeb/vcNmyPuoQgghRG7zTkNnxYsX54cffqBcuXK0bNmSH374gXr16rFw4UIqVapEx44dadeu3T/V13QePXpEaGgo8Cogzpo1643rEd+7d0//7caffvoJgFKlSmUaaF++fAlAWFgYERERbNy4kd9///2NfXJ3d6dAgQL67erVq6NQKAzK9OjRg5YtWxrsa9CgAQqFAoVCgaOjI4MGDSIhIYGkpCQKFizIvn379GV//fVXPDw80Gq1uLu7s2vXLgBiYmJwc3Nj/PjxBud2c3MzWPc5MDAQS0tLnj9/rt83cOBAevfu/cZrE0IIIcR/wzs/W329eoqnpyeXL1+mffv2DB06lMWLF2d75zJz9uxZWrZsyTfffENycjLwKjT9/PPP5M+fP135bdu20bRpU+bPn8/Lly+xsbGhQoUKACgUCv01/d3mzZv56aefsLS0pFSpUuzbt48nT56wf/9+9u3bR69evfTrLP9VVFQUT548QafTcf36dYNjOp2Oo0ePcurUKX3fX5s+fTpRUVH89ttv+Pn5MXXqVMzNzRkyZAjz58/Xl5s3bx7Dhw9PN1L65Zdf4u7uzoQJE/T7bty4QXh4OH5+fvp9lSpVok6dOixdulTf340bNzJixIgM74MQQggh/lve++U7Z2dnBg4cCLwaNevduzcJCQnZ1rE3qVOnDrVq1aJ169aUKlUKtVpNREQE3t7eLF++nKZNm3L+/Hl9+S5dupCQkMD8+fNRqVQ8fvyYnTt36kfQYmJiGDduHL6+vgbtaLVaLly4QFhYGOvXr6dSpUq0adOGESNGUK9ePdLS0jAxSf+U3tjYmJCQEMLCwkhKSjI4du3aNXQ6HW5ubvj7+xscs7CwwN7entq1azNixAiOHTsGwODBg/n999+5du0a586d4969e/Tp08eg7po1azh27BibNm0yCI5Hjhyhfv36+Pv7k5iYqN//ww8/sHjxYpKTk1m2bBkNGzbMNCgLIYQQ4r/lvQOisbExLi4u+m0rK6t/9d3DwoULo1Kp0Ol0rFmzhmLFilGnTh3i4uLYunUrXl5e+rI6nY4CBQqwceNG7ty5w5IlS2jbti1nz56lffv2hIaG6h+Z/5WLiwujRo1i7ty5pKSk0L59e+BVOLaxsSE5OTndo2KAqlWrEhISQkhICNWqVTM45ufnR82aNalTp47BqN7fWVhY6AO3ra0t/fv3Z/78+cyfP58hQ4Zgbm6uL3vnzh2GDBnCqlWrcHV1Tdde+/btcXFx4fTp0/r9TZo0wdnZmY0bN7Jo0SJGjhz5xvut0WhQq9UGPyGEEELkTbly+q6fnx8bN25k7ty5hIaGYm9vz8iRI+nXrx/W1tbY2dnpyz548IAvvviCZ8+eUbduXYoXL058fDyFChWiffv21K9fn9TUVCpXrpzukW3lypXZtm0bx44dY8uWLdy+fRsAU1NTAKytrQ2C2mvly5cnJCSE4OBgypcvb3DsyJEjeHl54eXllWlAjImJYdWqVdSqVUu/77vvvmPr1q34+fkxePBgg/Ljx4/n5cuX+n69lpKSwqlTpzJt74cffmDIkCEUKVKEOnXqZNiX13x9fVGpVPrf34OoEEIIIfKObAmIp0+fZsaMGdlxqiypXr06nTp1YurUqXh4eNCkSRMmTpxIVFRUusekbm5urFq1Ci8vL5RKJefPn8fe3p7JkycTEBDA6dOnKVeuHMOHD+fvy1IXLlyYqVOn0qVLFxwdHWndujWpqakGATEjrwNiSEiIQUBMSkrizJkz1KxZk1q1auk/FfSaj48Ptra2FChQAIVCwbRp0/THXFxcaNKkCR07dsTe3t6gvRIlSvDFF18YvHsIcO7cOVJSUqhUqRK1atXiyJEjBsc7d+6MhYWF/lWBN/Hx8SE2Nlb/Cw8Pf2sdIYQQQuRO7xQQw8LCuHbtWrr9gwcPZvTo0VSrVo1u3bplW+cyY2tri6WlJUlJSfz55584OzvTsGFDVqxYoZ988leRkZEEBwcTGRnJsWPH+PTTT5k6dSpHjx5l0qRJ2NnZUbNmTXr27GnwzuCOHTvo3Lkza9eu1c8MvnDhAtWrVwdeffcxI6VKleLOnTvpAuKZM2dITEykTZs21KxZUz9h5bURI0YQEBCAs7Mzn3/+ucFsaACVSpXhwtpjx45l4sSJBAcHs3v3bv1+Pz8/kpOTcXR0ZPjw4Vy7do3Hjx/rjxsbG2NlZfXGxbpfUyqV2NjYGPyEEEIIkTe9U0AcNWoUnTt35tmzZwb7HR0duXz5MlOnTn3jZ2ayy507d/Dz8yMgIAAPDw/g1WNfhULBwoULDcr++OOPdOrUiVWrVuHm5saQIUNQq9VERkbSoEEDypcvj1qt5rPPPkOlUtGjRw/u3bsHvBqZq1y5MgMHDqRMmTJoNBrWr1/PZ599Brya/ft61PGvk2JMTExwcnIiLCzM4FHskSNHqFOnDlevXiUoKIg2bdoYjOrZ29vj4eHB2LFjmT59OikpKVm6H6amphQuXFg/ivi6T0eOHGHYsGEEBQURHByMg4NDulFEIYQQQoi/e6eA6OHhgZubG7Vr1yY4OFi/v1mzZlSsWBFvb2/KlCmT7Z18TafT0bx5cz7//HMmTJjA2LFjMTY2ZtWqVWzfvp2bN28SFBREo0aN8PPzIy0tjSFDhnDkyBFcXFwoUKAANjY23L9/n7Jly1KjRg1iYmL0k0EWLlzItm3bKFq0KAARERHcu3eP0aNHc/r0aQ4ePEiFChUoVqwY8OqTPz4+PgQHB+u/q/ha+fLlKVeunME+Pz8/mjdvjru7O+7u7rRs2TLDwNa3b1+MjIxYt27dO90fHx8fbt68yY4dO3jx4gUBAQG0b99e397r+yKEEEII8SZZWklFp9Mxbdo0qlSpQqNGjfQjbTNmzMDb25v8+fOTkJCApaUljo6OxMXFkS9fvmzvrEKhYPfu3RgbG2NiYoJWq+XYsWPUqlWLfv36AbBp0yamTp3K/Pnz2bt3LyNHjjSYbQ2v3kt8vSpKeHh4prOvjx07xoMHD5g2bRo3btwgMTGRr776Sn/8+++/Z8mSJYwePRrAYMSvQoUKqFQq/fbTp0+5evUqS5Ys0e9r3LgxgwYN4saNGwbtmpqaMmHCBCZOnEivXr3STT7JzOtRxIkTJ6LVarG0tNQ/Dn/d3vjx49HpdOk+3v2+gid5y+NmIYQQIo9R6P4+MyMD0dHRjBgxghMnTrB06VKaNm3K1q1bGTRoEIsWLcLW1pZChQrh6enJ8uXLadSoESVLlvw3+v/B4uPj2bBhQ4YTNV6+fImFhcVbl+77L1Kr1ahUKmJjYyUgCiGEELlEVv9+Z2kE0c7OjpUrV3Lv3j2+//57/Szga9euMXbsWKKioggMDKRcuXK4u7vj5uaWawKilZVVprN4M5ulLIQQQgiRl2VpBPGv4uLiGDduHD4+Pjg5OQGvlnhr3LjxvzKDWXwcZARRCCGEyH2y+vf7nb+DmC9fPiZPnoyjo6N+39KlS9mzZw83b958v94KIYQQQoiPxnt9KNvGxsZgkoORkRHLli1jzpw52dYxIYQQQgiRM7JtqT1ra2u+/vpr/P39s+uUQgghhBAiB2RpkkpWVahQgdjY2Ow8pRBCCCGE+Jdl2wjia3/99p8QQgghhMh93jsg/nXN33/DnTt3eP78+TvVWbFiBXv37n2nOjExMVle4k4IIYQQIi9670fM06dPp2XLllle5eNDzZo1i4YNG1K2bFmOHTtGr169sLOze2OdhIQE1q5dS5s2bbLczvnz5xkzZgyXL1/mypUrwKtH5yJjnhMOY6TMeCWa9xE2o1W2nUsIIYQQ7+e9RxDz589PampqdvbFQHR0NPXr1+fo0aNcu3aNhIQEnj17xr1799i1axf79u3LtO7BgwdJS0ujcOHClC9fPkvtnThxgpiYGEqUKEGBAgUAWLBgAatXr86w/PTp0ylYsCAFCxZkzJgxvP6cpLu7O7t27dKXmzhxIu3btzeo26BBA+bPn2+wLy4ujp49e6JSqShevDg7duzQH1MoFOl+ly5d0h8PCwtDoVAQExOj37d27VoUCgXGxsa4ubnxww8/kJycrD9+9uxZypUrh7m5OQ0bNuT+/ftZuk9CCCGEyPuyHBBv3rzJmTNn9NuffPIJarWa1NRUJk6cyJUrV3jHb26/kZ2dHb/99huOjo4EBgYyevRoduzYQYsWLfDz86NHjx4Z1tNoNHzxxRfExMRgbGyc5dVQUlJSmDVrFkqlkgIFCvDHH3/g7e3NTz/9RGRkpMHj7R07drBq1SqOHj3Krl27WLZs2Ts/yv670aNHExMTw7Vr1xg3bhw9evTgyZMn+uOnT58mOjpa/6tUqdJbz+np6UlERAQ///wzmzZtYvDgwcCrx+ht27alQ4cOXL9+HXt7ez777LMP6r8QQggh8o4sB8TRo0fTtm1b2rdvz/bt2ylatChRUVGsXbuWvXv38u233+Lq6krr1q05e/ZstnXw4cOHfPrpp6xYsYLBgwczadIkg9Gzv9u/fz/fffcdSUlJXLlyhUOHDtGyZUs6deqEVqtNVz45OZnTp09TokQJGjZsyLZt23jy5An+/v5EREQwY8YMOnXqRLFixfTXdfLkSRo3boynpyc1a9Zk2LBhPHr06IOu8+TJk3z66ae4ubnRq1cv2rRpQ2hoqP54vnz5sLW11f+ysj60sbExTk5OtGvXjjVr1rB+/XpevHjB3r17sbGxYdKkSRQrVox58+bh7+8vo4hCCCGEAN7hHcTSpUuzefNmEhMT+fnnn6lYsSJPnjzB2dmZBQsWULt2bXQ6HX5+frRo0YITJ05QtWrV9+qUv78/ixcvxtXVlVGjRrFx40bat2+Ph4cHzZo147vvvqN37940bdoUb29v2rZtq6+7fft23N3dGTduHGq1mlKlSjF06FA8PDwybGvt2rX4+/vTp08f3N3dqVu3LkOGDOHkyZNUrlwZe3t7wsPD6datG0WLFgWgZMmSTJ06lb59+1KzZk18fHze6zr/qmTJkixcuJD69etTuHBhtmzZ8sHn/KtGjRoBEBQUxLVr1yhfvrz+Y+dubm7ky5eP69evU6RIkWxtVwghhBC5T5YDopeXF3fu3MHT0xNTU1NcXV0ZPXo0o0aN0o+eKRQKateuzWeffZbld/8yUq5cOb7++mucnJxYtGgRhQsXxt/fn3Xr1hEcHMzFixe5du0aWq2WMmXK6Ovt2bOHb775Bi8vLwB27drF8+fPMw2H8Gqm844dO0hKSmLRokVUrlyZhIQEfvvtN2JiYrhw4QLz5s3DzMxMX2fAgAFcvnyZWrVq0aJFC2bPnk3p0qX1xz/77DP95J2kpCSaN2/+1mtesGABHTt2xMPDg/79+zN58mSDSTh169bVjxq6ublx9erVLN7NV0xMTChQoABPnz4lOjo63eeIVCoV0dHRmdbXaDRoNBr9tlqtfqf2hRBCCJF7ZPkRc8mSJdmxYwenTp0iPDwcZ2dnLC0tWbp0KX5+fvpyOp2ORYsWGQSqd2VjY4OXlxeOjo6Eh4fj6elJ3bp1WbBgAe7u7sCrEFmxYkWDdmrXro2XlxdPnjzh1KlTHDhwgEWLFuHp6cnSpUszbGvXrl24ublRokQJIiIi+Oyzz2jcuDFarZaNGzcCpLsWMzMz1qxZw+XLl0lLS6N69epcvHhRf3zevHkEBQURFBTEwIEDs3TNhQsX5sKFC2zZsoVjx45Rs2ZNg8C2ZcsW/TkPHDiQpXP+nUKhyPQ90be9P+rr64tKpdL/XF1d36sPQgghhPj4ZTkg6nQ6fv/9dwIDA/n0009xdHREpVKxadMmqlWrpi+XL1++LL0flxXW1tYYGRnx7Nkzli9fjk6nw8LCItPy+fPnB+DPP//k5s2baLVaunfvzrVr1zINaoULFwZehacePXrQpUsXli9fzuzZsylWrFiGda5du0ZMTAwVK1bk4MGDdOrUidGjR+uPOzo64u7ujru7O7a2tm+9zuTkZC5dukRaWhrt2rXj0qVLmJiYsHDhQn2ZQoUK6c/p4uLy1nP+nVar5fnz5zg5OZE/f/50o4WxsbHY29tnWt/Hx4fY2Fj9Lzw8/J37IIQQQojcIcuPmD/55BP2799vsC82NhYjIyMGDBiQ7R2DV7NtlUol4eHhVK9enbi4OJRK5Vvr1atXj3r16qFUKjE3N9e/a/c2rVu35v79+9y8eZNLly7h6uqaYWj6/PPP+f777+nVqxcAjRs3Zt68ee92cX8RHx9PtWrVCAsLo0iRIlhaWqYbQfxQp06dAqBy5co8fvyYzZs3o9PpUCgUhIWF8fLlSzw9PTOtr1Qqs3TvhRBCCJH7fdBSe8+ePcuufmRIoVBQtGhRzp49S6NGjbC1taVevXoZltXpdKjVau7evcupU6dYv349Bw4cYN26dfTu3ZsmTZpQokQJihQpwsyZM9PVT0xMxMfHh40bNxITE6OfuJERb29v5s6dy7Vr17hx4wYLFizA29v7va/Tzs6OatWq4ePjw4MHDzhx4gS//fYbzZo105eJi4sjJiZG//vr+4CZ0Wq1PHnyhH379tG7d28GDRqEra0trVu3JiEhgXHjxhEaGsp3331H/fr132tkUgghhBB5z3uvpAJkafLFh1CpVFSuXJnr16/j5ORE+/btcXFxoUmTJjg5ORmUXbJkCbt376Z8+fKUKVOGokWL8uOPP1KoUCGDkS+NRmPwQenXLCws8PX1ZcmSJURFRREfH8+SJUt4+fIl3bp1M5joMmHCBKKjo2nYsCFGRkZ06tSJ8ePHf9C1/vrrrwwcOJCyZctSoEABJk2aZHB//x6MfX19GTVq1BvPGRwcTKFChShSpAgDBgzQl7exsWHPnj0MGDCAWbNmUatWLTZs2PBB/RdCCCFE3qHQZePXre/fv59tn0l5PUnk3r17jBkzBlNTUzQaDYMGDcLKyoqff/45W9q5c+cO06dP10/SyJ8/P05OTlhbW6PT6YiKisLS0pJhw4ZlS3t5hVqtRqVSERsbi42NTU53RwghhBBZkNW/39kWEG/dusXatWuZPn16dpyOmzdvUqhQoQw7/+LFizdOqBD/PAmIQgghRO6T1b/f7/QOYlRUlP7fK1euNHgP7ueffzZY6/dDlSpVKtOOSzgUQgghhPjnvFNA7NatG4cOHQJeLeN248YN4NUycfv37+frr7/O/h4KIYQQQoh/1TsFxA0bNvDrr79y5coVqlSpQlBQECEhISxYsICLFy/y9OlTXrx48U/1VQghhBBC/AuyHBDVajU2NjasXbuWkydP4ujoyKFDh9i7dy/bt2/HwcGBSpUq8fnnn2fr9/uEEEIIIcS/K8uTVFq1aoVCocDe3h6lUompqSkXLlygevXqAKSmppKYmMjt27cpW7Ysa9as+Uc7LnKWTFIRQgghcp+s/v3O8ncQ/76KCsCiRYv46quv3q+HQgghhBDio/ROH8ru2bMnCQkJFC9eHAsLC0xMTPj555+pVKkSJUuWpGfPnvj4+FC/fv1/qr9CCCGEEOIf9s4rqSxevJjHjx+TL18+jIyMePDgAVZWVsyYMYMBAwZIOBRCCCGEyOXeKSA2atQIR0dHhgwZgpWVFSkpKRgZGWFqakrFihU/aD3idxUREYFCocDZ2RmAFi1aMHfuXEqXLv3GejqdDoVC8W908T/Bc8JhjJSWOd2Nf0TYjFY53QUhhBAiR7xTQNRoNPz0009Ur14dc3Nz8uXLh62tLUWKFCEuLo6BAwfy9ddf6yeuZEV0dDSLFy/Gx8cHI6N3+uoOrVu3JiAggLS0NJ48ecLt27c5c+YMhQoVonXr1hnW6dixI8OHD+fMmTPodDp8fHzeqc2PVUhICHZ2dhQqVCinuyKEEEKIXO6dElm9evXw8vKiWbNm1KxZEycnJyIjI7lz5w61a9dm3bp1XLhwgYcPH2b5nA8fPmTlypUkJiYa7I+Pj+f48eNMmTKF1atX6/dv27aN7777joULF6LT6Zg9ezYTJkzAw8MDhUJBsWLF9KOKf+fn54eTkxNFihShfPnyPH/+nEGDBrFixYp0ZRs0aMD8+fP122vXrqVixYpZvq6MuLu7c/LkyQ86R2Y+//xzZs+e/Y+cWwghhBD/Le80gvi2x7cKhYIhQ4YQHx+f5XOuXLmSuXPnsmXLFu7du0dKSgr+/v6UL1+eChUq4OXlRYkSJfTlO3fuTMeOHTE2Nsbb25v69evz559/EhwcjKWlJY0bN86wneDgYBYtWsTw4cO5ffs2t2/fJiwsjBYtWtCxY8cs9/djtXv37ndegnDt2rX671oKIYQQQrz2zpNUssLKyipL5e7du8fVq1f56aefePbsGUZGRuTPn18f2jIKe6/fH+zduzfFihXj0qVLmJmZ4e7uzsCBA2nfvj2zZs0yqJOYmEhERATz5s1j9+7dVK5cmdDQULRaLba2tlhbW3/4RecwNze3f/T8Go3GYO1ttVr9j7YnhBBCiJzzbi/9ZbMxY8aQnJxMXFwcDg4O5M+fn/v371O7dm0KFizIunXrMgwixsbGqFQqChYsiI2NDXFxcbRu3RqFQsGgQYPSlbewsKBZs2YA2NjYYGdnh5GRES9fvkSr1aLVat+p3zqdjlmzZlGkSBGcnZ356aef9MfCwsJQKBQ8e/aMrl27UqxYMYO6hw8fpnDhwri4uBg8OtdqtYwfPx5nZ2fc3d1ZvHhxls8JrwLzxIkTDfYlJyfTu3dv7OzscHR0ZPr06QBcuHABhUJBnz59OHXqFAqFAnNz8zdes6+vLyqVSv9zdXXN8v0SQgghRO7yj4wgZsWaNWvo2bMnu3fvJiUlBYDZs2cTGRlJ2bJlCQsLY8+ePRw7doz169enq9+hQweOHTtGz549sbW15eDBg7Rs2TLD8PTa/fv3uXv3LiqVCmtra4yNjTl9+jTnz59n6tSp6UYSfXx89KErOTmZkiVLAq/WpJ4+fTr79+8nLS0Nb29vqlSpQp06dfR1O3bsSIsWLfj2228Nzrlt2zYOHTpEaGgo3bp1o3r16nh6ejJ//nx++eUX9u/fj1qtpmvXrhQqVIj27du/9ZyZWb16Nf7+/vz+++88f/6cJk2a0LFjR6pVq0Z0dDSbN29m8+bN7Nu3760zu318fPj+++/122q1WkKiEEIIkUflSECMjIykcuXKVKhQgf3792NrawuAg4MDjo6O9OzZE4CnT58SERGR4Tnq1KnDmjVr+Prrr6lSpQpFihRh0qRJb2w3LS0NV1dXKlSowIIFCzh9+jQJCQncvXuXgwcPUrVqVYoWLaovP2LECPr27QvA9u3b2bhxI/AqIH755ZfUqlULgDZt2rBnzx6DgNiyZcsMZ0gPHz6ccuXKUa5cOZo0acLOnTvx9PRk+fLlTJo0icqVKwPw7bffsnTpUoOAmNk5M2NhYYFOpyM1NRUvLy+io6MxMTHByMgIW1tbLC0tMTEx0d//N1EqlSiVyiy3LYQQQojcK0cCorOzs36msUaj0X/exsXFhQULFnD27Fk8PT2xtbVFpVKlq5+QkMDDhw/p2bMna9eu5dGjR2g0GoYOHUpcXBxxcXF89tln9OzZk8TERM6fP8+LFy94+PAhL1++ZO7cuYSEhODj44ONjQ02Njbky5eP2NhYg3bs7e1xd3cHoECBAvr9Dx8+xN/fn2XLlgGQlJRkEOQAhgwZkuG1/zWAurm5ERkZCUB4eLjB6KeHhwebNm3K0jkz87///Y+QkBDatm1LfHw8vXr1Ytq0ae90DiGEEEL89+TYI+bXoqOj9f82NzenXbt2+lG7xYsXY2n5/z/CvHnzZvbv34+joyNFixbF3d0dZ2dnqlSpQrt27TJ8j87c3BytVoudnR2NGzdGrVYzaNAgmjVrhqmpKd27d6dIkSLv1GcXFxf69u1Lly5dgFch18zMzKBMZhN1wsPD9f+OiIjQfzrHzc2N0NBQatasCUBoaGi6fmV18s9rd+7c4auvvmLmzJncvXuXOnXqUK1aNf2sbSMjI3Q63TudUwghhBB5X44HxDt37uj/nZyczOPHjzlw4AD379/n1KlTBiNz3bt3p3v37gb1w8PDKVCgQKaTLBQKBU2bNgXg6tWrzJs3j02bNjFixAhGjhxJx44d8fLy4quvvsLBwSFLfe7Zsyfz58+nefPmWFtb8+WXX1KtWrUsfYdw9uzZ1KpVi7CwMA4fPsy4ceMA6N+/PxMnTqR06dKo1Wrmz5+f4fcZ38XGjRs5f/48ixYt0u9LTU3V/9vDw4Nr165x9+5d/UhuqVKl3qmN4Ene2NjYfFA/hRBCCPFxyfGA+HqCCkDBggUxNTXFycmJsmXLsnbtWv0j3syYmJiQL1++t7axatUq0tLSWLVqFUZGRjx+/BgrKyu2bt3KoEGDqFq1KnXq1KF///40aNDgjef7/PPPiYyMpFWrVqjVatq3b8/kyZOzdL3NmjWjRYsWpKSkMHfuXKpUqQLA0KFDiY2NpUWLFiiVSiZOnEi7du2ydM7MjBw5ki+//JLatWuj0+no1q2bwTcfa9euTa9evahUqRJGRkasW7funQOiEEIIIfIehS6HnzGeOnWK+vXrZ3qsbt26b1yCb9OmTTRu3JiCBQtmWubWrVu4urpiYWGh39e8eXMOHTr0/h3/j1Or1ahUKmJjY2UEUQghhMglsvr3O8cD4odKTEw0CH5ZFR4eLp9p+QASEIUQQojcJ6t/v3P0Q9nZ4X3CISDhUAghhBAiE7k+IAohhBBCiOwlAVEIIYQQQhiQgCiEEEIIIQxIQBRCCCGEEAYkIP4D/ro6zD9No9H8a20JIYQQ4r9BAmI2mDZtGkOHDgVerQZTrVq1dOs6v01SUhKzZs0yWOkkI7GxsWzatIm0tDQAVqxYwcCBA9+5z8eOHePPP/9853pCCCGEyPty/XcQ/ylBQUEsWLCAwMBAxowZQ+fOndOVSU5OZvv27Rw8eJC1a9dibGzMzJkzuX79OjVq1OCPP/5g9uzZ2Nvb6+toNBqUSiVqtZoTJ04QEBDA4MGDSU1NpUGDBty4cQNTU9NM+6XT6WjatCnffvstFhYWLF26lNTUVAoXLoxSqWTy5MlYW1unqxcSEsLhw4cpXrw4bdu2pVu3brRr147Lly8zfPjwN35oPCOvv6PkOnQrRkrLt1fIw8JmtMrpLgghhBBZktXvIOb4Unsfi927d3Pt2jUKFCjAmjVr+PHHH5k4cSJFihTRj9b9VUpKCnfv3kWn0xESEoKvry/169dHqVQCr9aNnjJlCgsXLjSoN3ToUMzMzHB0dKRgwYJ0796dggULsnbtWsaPH4+pqSk6nQ6FQmFQz9/fn61bt2Jubk7hwoW5desWTZs2pVChQsyZMyfTUKnT6Vi4cCF+fn5Ur16dVq1a8fDhQ0xMTOjevTvu7u48evTonQOiEEIIIfIuecT8fzQaDTqdjoEDB+Ls7EyDBg1Qq9V4e3vTtWvXdOXPnz9PQEAA+/btw8nJiT59+lCiRAns7e3p06cPx48fZ9CgQVhaGo6uubi40K1bN8aMGYOjoyO7du0CYOvWrVhZWTF+/HhsbGzYsmWLQb3atWvz008/8eOPP7Jw4UJq1arFjBkzGDdu3BsfS/v5+VGvXj0GDhyIlZUVxsbGTJ06FV9fX/7880+uXbvGypUr2blz54ffRCGEEELkCTKC+H90Oh2ffPIJACYmJuzbt49169ZRvXr1DMvXq1ePefPm0bNnTzZv3sxvv/1GWFgYw4YN4+jRo8ydO5cDBw6kq2dmZsaTJ0/w8/Pj8uXL1KtXjz179vDFF19Qt25dypYty7Nnz2jbtm2G7QYFBbFu3ToSExMJCgpizJgxmJmZpRupfO3Ro0ekpaVx8eJFLly4QPHixbl58yYPHjwgLCyMxYsXc+bMmXRBVgghhBD/XTKC+H/i4uIICgpiypQpVKxYETMzM5YvX87kyZMzLH/27FkaN25MixYtaNWqFdevX8fDw4N9+/ZRrVo1fv75Z5ydndPVS0tLo1ixYgQEBLB7925q1aqFhYUF9vb2rFy5kvz587NkyZJMlxB0dXXF1dWVRYsWUaNGDYYNG8aBAwe4f/9+huW3b9/O/v372bp1K927d6dWrVp069aNAgUKEB0dTUxMDD/++CMxMTFvvD8ajQa1Wm3wE0IIIUTeJCOI/+fly5d8+eWXuLu7Z6l8nTp19P9+/vw5Dg4OWFlZ0b59eyZOnEjx4sWpUKEC+fLlM6iXnJyMUqnE3d2d8PBw7t+/T9OmTTl+/DixsbE4ODi8sd38+fPj5uZGYmIiarWapUuX0q9fP6ZMmUKlSpX46quvDMofOHCAY8eO8ejRIwAKFCiATqfD1taWb775hv3791OxYkWsrKze2K6vry+TJk3K0r0RQgghRO4mI4j/x8zMjJSUlDeWiY6OTvdpmDlz5uDg4MDQoUPZvHkzz58/108yKVmyJM2aNWPNmjW8niyu0WhISUnh7NmzrFu3jo0bNwIQGhr61lG5FStW0KtXL06cOIGrqysBAQGULl2aNm3aMGXKFPr375+uzoMHD9i+fTtffPGFfp9WqyUqKopp06bx6NEjHB0dMx2xfM3Hx4fY2Fj9Lzw8/I3lhRBCCJF7SUD8P6VLl+bixYtvLLNu3TqioqIAiIyMZOLEiahUKqKjo7G0tMTKyoqdO3cyYsQIBg0axL1799i+fTt9+vTRz0qOi4vjwoULzJgxg5YtW/Lll18CcPz4cbp3787mzZszbb9///6sW7eOAgUK8Ouvv9KkSRMSEhL4448/cHZ2xszMzKB8VFQU8+bNY86cOSQkJOj3JyQk4OLiwpgxYyhbtiwJCQksW7ZMf20ZUSqV2NjYGPyEEEIIkTdJQPw/9evXZ8uWLaxZs4bHjx/r92s0GkJCQpgyZQqjR4/m5cuXJCYmEh4ezoQJE6hVqxZqtZqoqCjMzMyoWLEi7du3Z+7cuZibm6cLUqGhodjZ2elHA+fMmcOxY8eoWbMmderUYdOmTezevTvTfk6ZMoVPPvmERo0akZqaytChQ3n8+DGNGzfm+PHjBp/kCQ8PZ86cOaSmpvL48WNMTF69UfD8+XNWr17NtGnTKFeuHNHR0RQrVuytH+kWQgghxH+DvIP4f4yMjNi2bRvr169nyJAh3Lt3j2fPnmFmZoaHhweenp5s3LiRJk2aYGRkRPXq1YmKimLKlCnMmjWLP/74A41GQ5MmTahTpw6rVq3KsJ2yZcsSFxdHhw4dGDp0KOfOnePGjRsMGTIEgNGjR1O/fn26dOnCmDFj8PT0BF592HLWrFk0bdqUevXqERgYqB8xfP3JnLFjx+Ls7Mz48eOpUKECFStWBODx48dMnjyZ7du3A3Dz5k1mzpyZ7luLQgghhBAgK6lkm7lz55KYmMiYMWOyXEer1ZKYmJhu5ZObN28SHh6OUqmkbt26KBQKnj9/Tv78+fWh7syZMxw+fJipU6dmqa0zZ85Qq1YtjI2N+eabb/j555+zfnEZyOqX2IUQQgjx8cjq328JiNlEq9WiUCgwMvp3ntrrdDqePn2Kk5PTO9dNTk5O977iu5KAKIQQQuQ+stTev8zY2PhfbU+hULxXOAQ+OBwKIYQQIm+TSSpCCCGEEMKABEQhhBBCCGFAAqIQQgghhDAgAVEIIYQQQhiQgCiEEEIIIQxIQBRCCCGEEAYkIP4DUlJSCA8Pf6c6sbGxPHny5L3ak09ZCiGEECI7yXcQs8mcOXMwNTWlSJEixMTEsHLlSurUqYOvr+8b62m1WrZs2cKPP/5IyZIl2bZt21vbCgkJ4eLFi5w/f54bN25Qq1YtZs6c+cY6qamptGnThqVLl1KkSBEAYmJisLW1zfI1ZsRzwmGMlJYfdA6RsbAZrXK6C0IIIf6jZAQxm3zyySccPHiQCxcuUKxYMQC8vb3fWCcmJoYlS5YwY8YMAgIC2LJlCw8ePCA5OfmN9VQqFQkJCcTHx3P27FlmzpyJWq3m/PnzaDSaDOuYmJjg6+vL8+fPefz4MQBdu3Zlx44d73G1QgghhMjLZAQxm7Rq1Yrt27dTrlw5QkNDqVixIg0aNHhjnfj4eDw8PIiJiaFfv368fPkSR0dHvL29ad++fbryd+7cwcHBgYiICFJSUrhx4wbLly8nMTERIyMjjh07Rnh4OCdPniRfvnwAbNiwgT/++AMTExNMTU0xNTXF0dGRAQMGEBUVRatWMkolhBBCCEMSELOJTqfjm2++ITo6mtu3b2Nvb0/lypXp1asX3377rUHZ06dPs3//fpycnFiyZAmFChWiYsWKtGvXTj/6+HdBQUH89NNPdOjQgVKlStG6dWsCAgIoVaoUN27cYMCAAaSlpVGoUCEUCoW+Xvfu3SlRogRGRkaEhISwZ88emjdvzrFjxxgwYABKpZKAgAC0Wi3Vq1f/R++REEIIIXIHecT8gW7fvk3hwoVZsWIFP//8M/ny5ePChQtMmjSJfPnyYWpqmq5OvXr1GDNmDEFBQezZsweVSsWgQYNYuHAhbdu2Zdu2bcTHxxvUWbhwIUOHDsXBwYGJEyeSnJyMQqHAy8uLokWLotPp+Pbbb+nSpQvW1tb6esbGxixbtgy1Wk3Xrl1JTU3F09OTVatW8eeff1K7dm1Wr16NpeWb3yPUaDSo1WqDnxBCCCHyJoVOpsB+sKFDh1KpUiVCQkIoWbIkUVFR2NraolarGTFiRLryf/zxB9u3b+eHH37AxsaGWbNm0bBhQz755BOCgoIYO3YsGo2G/v37M3DgQAAuXrxIjRo1uHbtGnZ2dty+fZutW7dSs2ZNzp8/z9KlSzPt37lz5zh16hT58+enRIkSaDQaSpUqhYmJCa1ateLKlStvvcaJEycyadKkdPtdh26VSSr/EJmkIoQQIrup1WpUKhWxsbHY2NhkWk4CYjaIjo7mxYsXxMXF8fvvv/PLL7/Qr18/Pv/8c4NyWq0Wf39/UlJSiIiI4Ny5c6jVatq3b8+0adOYOXMmzZo1e2Nbt27d4tatW9SrV49Tp07RuHFjDh8+jKOjI7Vr105XPjExkYkTJ2JjY0NCQgJ79uxh2rRplChRgqSkJObNm8f69evfeo0ajcZgAoxarcbV1VUC4j9IAqIQQojsltWAKO8gZgM7OzuOHz/O8+fP6dy5Mzt37sTMzCxdOWNjY+rVq6ffdnJyYtu2bVSuXBlXV1ceP35MaGhopu8hhoSEcODAASwtLVm2bBlnz57l4cOH2Nvb06pVKxYsWEDPnj0N6lhYWDBlyhSePn3Krl27OH/+PNbW1sydOxeFQpFhqMyIUqlEqVS+w10RQgghRG4l7yBmk06dOpGWlsbMmTNJSUmha9eubyyv1WpZvnw5s2bNIiEhgT59+nDr1i2GDh2aaR13d3eWL1/OoEGDqF+/PtevXyc6OpqOHTtiZ2dHxYoVM6xnYmLCtWvX2LRpE6dOnQKgd+/eTJ48+a0jlkIIIYT475GAmI3q1q3L2bNnMTc35+HDh28sO336dL799ltsbW0pV64cHTt2pESJEtSvXz/TOlZWVhQtWpRHjx5x+fJlihQpQtu2bdFqtURFReHp6WlQXqfT0bt3bxo2bMiTJ0/Inz+//rM2W7duxdvbm2HDhpGQkPDhFy+EEEKIPEMeMX+gp0+fcuTIEYKDgzEzM+PAgQNcvXqVatWq0atXL7766itcXV0N6qxdu5ZatWpRt25dAF68eIGZmRkHDx5k2LBhb2yvRIkSBAYGApCWlsaBAwd49uwZFSpUwMjIMO8rFAp8fHwoVqwYRkZGrF69mqdPn/LLL79QsGBBfv31V0aOHEmVKlWYPn06bdq0wcTk3f6XCJ7k/cZ3GIQQQgiR+8gklQ8UHx+PkZERFhYWBvuDgoLo27cvN2/epF27dowYMYLKlSvz5MkTrKysDD5FEx0dTZcuXYiOjuaPP/5IF/T+6vjx45ibm1O2bFlUKhUAbdu2pWXLlvoZz3+XkJDA999/j7W1NbNnzzY4lpqaysKFC7l79y6lSpVi8ODBBt9RzExWX3IVQgghxMdDZjHnMmq1Gq1Wi52d3TvXff34+E2jfzqdDp1O98bw+S4kIAohhBC5j8xizmU+JGQ5OTm9tYxCocjSyKAQQgghhExSEUIIIYQQBiQgCiGEEEIIAxIQhRBCCCGEAQmIQgghhBDCgAREIYQQQghhQAKiEEIIIYQwIAExD4iOjs5y2UOHDr1TeSGEEEL898h3EP8hixcvZvDgwVkun5CQwKhRo5g9ezZmZmbv1FbPnj1xc3Nj0aJFmZaZOXMmbm5uPHnyhMuXLzN69GguXrzIqFGjWLVqFcWKFXunNl/znHAYI6Xle9UVH7+wGa1yugtCCCFygATEbKBWqzlx4gQXLlxg/PjxhIWFsXz5cgoXLkxsbCw9e/ZMV6dLly4kJiayb98+ACwtLTl58iSmpqZvbW/evHl8/vnnODg4AHD//n2+/PLLTMv/8ccf7Nu3jyNHjqBUKunduzejR4/m2bNnHDp06J3XXxZCCCFE3iaPmD/QtWvXmD17NiNGjGDIkCFYWFiwZMkS1q1bR8uWLUlISMiw3pYtW+jYsaPBviJFipCUlPTWNjUaDd26dQMgPDycUqVK0aZNmwzLBgcHc+DAAZo0aYKJiQmrVq3CzMyMs2fP8u2336JUKjE2Nn7HqxZCCCFEXiYB8QMdOHCAyZMn4+rqirOzM6Ghoeh0OooXL87x48d58OAB33//fbr3/oyMjOjbty8AERERDBs2jICAAHr06EFISMgb2xw1ahS+vr4A7Nixg0mTJhEYGEhoaGi6soULF2bChAmYm5ujVqvp168fy5cvZ9u2bfj4+LBu3ToAjh49mh23QwghhBB5gDxb/AA6nY7Q0FB+//13nj9/zi+//MK1a9d4+fIlAQEB/PLLL9SpU4euXbvq11pOS0vjt99+Y+zYsUybNo2OHTtSqFAh5syZQ3x8PKNHj+batWvs378fpVLJ4MGD9Y+dnzx5wsaNG4mNjeXRo0f89NNPPH36lBMnTuDg4ECpUqUYPny4QR/t7OwAKFmyJDqdjkePHnHx4kWcnZ0xNTXl+vXr1K1bF2NjYxwdHSlfvnyG16rRaNBoNPpttVr9T9xSIYQQQnwEJCB+gLNnz/L7779jYmJCbGwsbdq0oWPHjowfPx4LCwuioqLYtm0bDg4OtGvXjvDwcKZOnUq3bt0oVKgQFStWZNOmTdy+fZsHDx7w8OFDvL29GTt2LNWqVUOlUmFk9P8HeZ2cnGjRogUajYYSJUpgbW39Tn0NCAjA09OT8+fPY2VlxenTp1m2bBkpKSls2bKF27dvZxoQfX19mTRp0gffMyGEEEJ8/CQgfoC6desSEBBAv379qFChgj6wmZmZUa1aNTp16sSDBw9wcnICwNXVlWXLlgGwevVqihUrRlhYGJ988gmVK1fm0aNHtG/fngoVKpA/f36cnZ3TtVmmTBn9v588eUJgYCCBgYG0atUq03AHMGbMGKZOnYpCoeDq1avEx8czbtw4/USX77777o3X6uPjw/fff6/fVqvVuLq6ZvFOCSGEECI3kYD4gaZOncqXX37JvHnz9PsUCgV79+5ly5YtlC1blhIlSqSrp1QqAShQoAAHDhxgzZo1JCUlERkZyaZNm6hduzatW7fOsM3ffvuN1atXY2RkhLu7O6VKlUKlUr2xn3Z2drRs2ZLQ0FBKly5N7dq16dy5c5avU6lU6vsshBBCiLxNAuIHWLt2LZUqVcLLy4upU6fq96emptKmTRuioqJITk5m//79FCxYkGbNmgGv3l188eIFv/32GxUqVODUqVMMHToUb29vWrVqpZ+AkpkOHTrQoUOHd+6vWq0mJCQEMzMzihQpwpUrV6hQocI7f3dRCCGEEHmbBMT3FBsbS926dSlSpAgJCQk8f/4cgPj4eIKCgvjxxx9JTEzEwcEBZ2dn/SQVeLWayeHDhxk8eDDFihVjxowZ+Pv7A2Bubv5O/UhNTeXRo0eEhYURFhZGyZIl8fLyMihz69YtTp06xcOHD8mfPz8ajYY///wTa2trbt68SdeuXWV0UAghhBB6EhDfk0ql0j/WHTZsGJaWr1YTuXHjBtWqVWPkyJGZ1k1ISGDNmjU0bdoUgAoVKlChQgXgVfDMyLp16/j999+Jj48nNjZWHySNjY0NQuWJEydwdXXFxcUFAK1Wy4wZM1i9ejU//vgjjRo1IjY2ltWrV7N582bWr1+Pu7s7J0+e5JNPPnnn+xA8ydsg/AohhBAi95OAmA1+/PFHgoKCALCwsKBQoUJvLN+pU6d0+y5dusT8+fMzDYhdunTB3d2dggULUqxYsSytuAKwceNGffDr3bs3N27coEmTJpQsWRJ4tUyfVqvl7t277xUQhRBCCJH3KHQ6nS6nO5HXJCcnv9d7fatWrcLCwoLu3btnW18iIyPJnz9/tr9nqFarUalUxMbGygiiEEIIkUtk9e+3BETxXiQgCiGEELlPVv9+y1J7QgghhBDCgAREIYQQQghhQAKiEEIIIYQwIAFRCCGEEEIYkIAohBBCCCEMSEAUQgghhBAG5EPZ4oN4TjiMkdIyp7sh/mPCZrTK6S4IIUSeJiOIucjZs2cpV64c5ubmNGzYkPv37zNx4kTat2//xnrjxo2jTJkyBvsqVqzIwoUL9dsXLlzQfxdJCCGEEP9tEhBziZiYGNq2bUuHDh24fv069vb2fPbZZ1mq6+fnx40bN3j48KF+3w8//MCCBQt4/Z30efPmMXDgQP360kIIIYT475KAmEvs3bsXGxsbJk2aRLFixZg3bx7+/v7cv3//jfWio6MJCgqiTp06HDlyRL+/a9euJCcns2/fPsLDw9m3bx9Dhw79h69CCCGEELmBBMRc4tq1a5QvXx6FQgGAm5sb+fLl4/r162+sd+zYMUqXLk3z5s3x8/PT7zcxMWHYsGHMnz+fn3/+mf/97384Oztneh6NRoNarTb4CSGEECJvkoCYS0RHR6d7/KtSqYiOjn5jvSNHjuDl5YWXlxdHjx7lr0tv9+vXjytXrrBkyRJGjBjxxvP4+vqiUqn0P1dX1/e/GCGEEEJ81CQg5mJ/DXuZOXLkCDVr1qR69epER0cTGBioP2ZpaUmPHj2oVq0an3zyyRvP4+PjQ2xsrP4XHh7+wf0XQgghxMdJAmIukT9//nSjhbGxsdjb22da5/bt29y7d4+vvvoKFxcX0tLSDB4zw6tRSBsbm7e2r1QqsbGxMfgJIYQQIm+SgJhLlC9fnqtXr+pHDcPCwnj58iWenp6Z1jly5Aju7u4EBwcTFBTEwIEDDSaqCCGEEEJkRAJiLtG6dWsSEhIYN24coaGhfPfdd9SvXx8XFxeSkpJ4+PChwe/1aGGTJk1wd3fH3d2dtm3b4u/vT0JCQk5fjhBCCCE+YrKSSi5hY2PDnj17GDBgALNmzaJWrVps2LCBVatWcfjw4XSTRp49e8aJEydYunSpfl/dunVJS0vj1KlTtGjRIlv6FTzJWx43CyGEEHmMQpeVmQ5C/I1ardavvCIBUQghhMgdsvr3Wx4xCyGEEEIIAxIQhRBCCCGEAQmIQgghhBDCgAREIYQQQghhQAKiEEIIIYQwIAFRCCGEEEIYkIAohBBCCCEMSEAUQgghhBAGJCB+JE6dOkVycvI/3k5MTAwpKSn/eDtCCCGEyL1kqb2PRP/+/Zk6dSpdu3Z9Y7lHjx6xfv16Ro0ahUKhoEOHDkyZMgVPT88stXP+/HnGjBnD5cuXuXLlCgAVKlR47357TjiMkdLyvesLkV3CZrTK6S4IIUSeISOIH4H79+/TpEmTt4ZDgKtXr3Ly5EkUCgUA5ubmaDQaPvvsM9auXZtpvRMnThATE0OJEiUoUKAAAAsWLGD16tXZcg1CCCGEyDskIOawpKQk1q5dy//+9z82btzI4MGDGTt2LLGxsRmW37hxI76+vty7dw8Aa2tr8ufPz4IFC974iDolJYVZs2ahVCopUKAAf/zxB97e3vz0009ERkby/Pnzf+T6hBBCCJH7yCPmHPTgwQO8vb2ZO3cu+fPnp3LlynTo0IFChQqh0+mYNm2aQfmrV6+SkpLCvn378PX15c6dO6SmprJt2zbCwsIYO3ZsujaSk5O5cOECJUqUwMjIiG3btvHkyRP8/f0BmDFjBnv27CE4OJgDBw5Qp06df+XahRBCCPHxkoCYg9zc3ChatCgtWrQw2F+iRAlq1aplsE+j0bB37146dOjAlStXGD16NBcvXuTo0aPUrl2bXr164ejomK6NtWvX4u/vT58+fXB3d6du3boMGTKEkydPUrlyZezt7QkPD6dbt24ULVo0075qNBo0Go1+W61Wf+DVCyGEEOJjJQExh0VHRzN69Gju37+Pra0tCxYswM7ODltbW4NyOp2OOnXqYGNjw5QpUwgICMDc3Jxp06YRFxeHg4NDhudfsWIFO3bsICkpiUWLFlG5cmUSEhL47bffiImJ4cKFC8ybNw8zM7M39tPX15dJkyZl12ULIYQQ4iMmATGHlShRgjFjxmBlZaXfZ2ZmhrGxsUE5c3NzSpUqRY0aNdi0aRMWFhasW7eOnj17UqZMGdq0acPSpUtxcXExqLdr1y4KFy6MTqcjIiKCOXPmEBoayvbt29m4caO+vbfx8fHh+++/12+r1WpcXV0/5NKFEEII8ZGSgJjDbt26xffff09YWBiFChVi2bJl+hnKf7d161Zmz55N7dq12b9/P3FxcXz77bcABAUFUaNGDTp37sz3339PkSJFAChcuDAACoWCHj160KVLFzw8PJg9ezbFihXLcj+VSiVKpfIDr1YIIYQQuYEExByUlpaGo6MjixYtwsTk//+n0Ol06crevHmTRo0aUbZsWXQ6HU2bNjUY+evXrx/9+/dP92j6r1q3bs39+/e5efMmly5dwtXVFXt7+2y9JiGEEELkfhIQc9CLFy94/PgxmzZtIjw8nJiYGFxcXHj06BGpqakGZUuVKsXq1aspW7Ysu3fvxs7Ojvr16zN16lQqVqxIw4YNady4MT179mTw4MHp2kpMTGTy5MmcPHmS4sWL4+bmRr58+f6tSxVCCCFELqLQZTRcJf4VWq2W0aNHM27cOKysrFAoFKxfv55evXrx4MEDg3f8goODGT16NHv27OHmzZsMHz6cffv28fDhQ7Zs2cKwYcO4efMmXl5e3L9/HxsbmwzbXLJkCVFRUXh6evLgwQNevnxJt27d8PDweKe+q9VqVCoVsbGxmbYlhBBCiI9LVv9+S0D8yOh0Onx8fJgxY4bB/i1btuDo6EjDhg0BiI2NRaVSpat/+/ZtSpQood++c+cO06dP1z+2zp8/P05OTlhbW6PT6YiKisLS0pJhw4a9Uz8lIAohhBC5jwRE8Y+SgCiEEELkPln9+y1L7QkhhBBCCAMSEIUQQgghhAEJiEIIIYQQwoAERCGEEEIIYUACohBCCCGEMCABUQghhBBCGJCAKIQQQgghDMhSe+KDeE44jJHSMqe7IYQQQmSLsBmtcroLHwUZQczFOnfuzPXr1wFYuXIl3377LUlJSQZldDodKSkpwKtVVtq2bUtMTAwAS5cuJSIi4l/tsxBCCCE+fjKCmIN0Oh1qtZrnz5/z9OlTIiIiiIyMJDIykrCwMFJTU1mwYAFOTk76Omq1GlNTUywsLHB1dSUmJoYbN27Qr18/9u7dS3x8PObm5vryWq2WZs2asWnTJjZs2EDdunX1S/Rt27YNNzc3ChUq9K9fuxBCCCE+XhIQc0BISAjjx49Hp9Ph4uKCUqnk1q1bfPvtt3h4eGBjY4OlpSVmZmbY29sb1J02bRrDhw/HwsICa2trZs2aReXKlRk3bhxt27ZN15aJiQkTJkzg2bNntGzZkpo1awIQHx9PaGgoLVq0+FeuWQghhBC5hwTEHFC2bFl27Nih3z569Ci3b9+mUaNGb617+fJlHBwcAHj+/Dm2trYULVqUtLQ0jIzSvzHw7Nkz7t69S0BAAImJicTGxuLt7c327dv54osvWLp0KYMGDXpruxqNBo1Go99Wq9VZuVQhhBBC5ELyDuJH4I8//mDdunU8ePCADRs28OjRo0zL7tixg2fPnrF06VJ0Oh2rVq3i5s2bzJgxg7Fjx6LT6QzKFyhQgKZNmxIcHMyyZcvw9vZGq9WyceNGvvvuO9zc3Bg5ciRpaWlv7KOvry8qlUr/c3V1zZZrF0IIIcTHRwJiDgoODqZJkyakpKSwadMmzp49y6FDhyhfvny6oPeajY0NJ0+eZOHChTg4OPDVV1+xYsUK6tSpw+jRo1EoFAblHz58yIYNG3j48CFDhw7l4cOHrFq1iuLFi7N69WpatmzJo0ePaNiwITdu3Mi0rz4+PsTGxup/4eHh2XovhBBCCPHxkEfMOahMmTJYW1szfvx40tLSSElJwcHBgfv376cLeq+dP3+eX375BW9vb9q2bcuWLVtQKBSsX78eY2NjateubVDe1dWVMWPGEBgYyNdff014eDgPHjxg4cKF/Pjjj/j7+zNz5kw2b97M9u3bGTBgAI6OjunaVSqVKJXKf+Q+CCGEEOLjIgExBxkZGfHw4UNmzpzJw4cPqVWrFq6urvp3DP9u7969nDlzhiVLljBv3jwqVaqEtbU1586dw9nZOV35w4cPs2bNGuzs7Lh16xa3bt3CzMyMevXqMWvWLNRqNd988w2xsbFcv37dYPazEEIIIf67JCDmMFtbW3744Qf99pkzZ9KNHkZHR7N3716cnZ2ZOXMmkZGRWFhYcPLkSU6dOoWpqSm9evWiePHiBvW8vb2pUaMGV69excPDg/bt26PT6Th37hy9e/emYMGCPHv2jL59+0o4FEIIIYSeBMQc9uzZM+bOnUtKSgqJiYmEhISkC2s2Njb07NlTvx0TE0NMTAxarRYLCwtiYmIYP348UVFRpKamMnv2bCpVqgS8CqCrVq1i/vz5ACgUCmrXrs2ZM2e4cOECxYsXT/dY+l0ET/LGxsbmvesLIYQQ4uMjATGHzZkzhyZNmui3t2/fnm6yiLGxscF2aGgoZmZm2NnZMXDgQEaPHp3p+X/77TfatWuHnZ2dwX53d3d69uzJqFGjsuEqhBBCCJGXSEDMYX8NhwDNmjXTf8w6MxqNhlq1alG9evU3lktJSaF48eKUK1cu3TFXV1dOnjzJ1q1b373TQgghhMjTFLrMvqciPlqpqalotdocnVWsVqtRqVTExsbKI2YhhBAil8jq328ZQcyFTExMMDGR/3RCCCGE+GfIh7KFEEIIIYQBCYhCCCGEEMKABEQhhBBCCGFAAqIQQgghhDAgAVEIIYQQQhiQgAjExsaSlpaW5fJPnz7l2rVr/2CPhBBCCCFyjnwrBVixYgWbN2/mwoULmJmZvbX8s2fP+P777zly5AjJyclZqpNXeU44jJHSMqe7IYQQQuQZYTNa5XQX/psjiL/88ovBCOD9+/dp2LBhuqCXnJxMaGgoZ8+epW3btnh6elKnTh0+/fRTzMzM6Ny5M40bN+a3337T1+nduzdDhw59Y/s9evSgZcuWBvvc3d3p3r27fnvixIk0aNBAv71p0ybc3NxwcHDAx8dHP+IZFxfHp59+iqWlJUWKFOGXX34B4OTJkygUCoYNGwbA9evXUSgU9O7dG3i1JvPff5cuXcraDRRCCCFEnvafHEEsXLgwDRo04MGDB1hZWRESEsL+/fvTlUtLS+PIkSMYGxvzzTffsGHDBrp27crt27f56quv3mvkUKfTcfToUdRqdbrRxx07dvDkyROcnJwM6ly8eJEvv/ySDRs2ULp0adq3b0+JEiXo27cv3377LXfu3OHy5ctcuHCBXr16UalSJX3d69evAxASEpKuL6dPnzZYhi9fvnzvfD1CCCGEyHv+kyOI9erV4/Dhw1hYWHDx4kX69OnDgwcPuHz5skE5c3NzGjVqRLdu3ShVqhSfffYZS5cuRa1WM2vWLPr06YObmxuHDx/OctvXrl1Dp9Ph5uaGv7+/wTGtVsuyZcvS1fn555/p3bs3HTt2pHTp0gwcOJBffvkFjUbDr7/+ysyZMylVqhS9e/emTp06bNmyBQBjY2N9MAwODsbY2NjgvPny5cPW1lb/+/txIYQQQvw3/adGENPS0li2bBnPnj3j8ePHzJ07l6ioKJRKJUePHqVgwYJ4eHigUqn0dWbOnEnTpk2xsbGhcOHC/Prrr1y4cAGFQkHLli2xsrJ6pz74+flRs2ZNHBwc8PPzo2HDhvpjbdu2ZdmyZYwePdqgzvnz55k8ebJ+u169eqjVau7evUtiYiIVK1bUH/P09OT69evUr18fFxcXNBoNarWakJAQqlWr9o537P/TaDRoNBr9tlqtfu9zCSGEEOLj9p8KiEZGRrRt25aHDx9SrFgxHBwc3lj+3r17mJub4+rqyp49e7C0tGTcuHHkz5+fH3/8kbp167Jw4cJ36sORI0do1KgRDg4OLFq0CF9fX/2xTz/9lHPnzrFz506DOhERETg6Ouq3q1SpQpUqVfQjkH8NtCqVips3b+q3y5Urx/Xr1wkODqZ+/foGIa9u3br6UUM3NzeuXr2aab99fX2ZNGnSO12rEEIIIXKn/9wj5sKFC1OjRg0cHByIi4vD39+fefPmsXfv3nRlixYtys8//0zJkiVp3rw5Li4u3Lhxg4CAAF68eMG5c+cICwvLcttJSUmcOXOGmjVrUqtWLQIDA3n+/Ln+uJmZGQMGDEgXOlNSUrL8+Fen0xlsly9fnsuXLxMbG4uzs7PBsS1bthAUFERQUBAHDhx443l9fHyIjY3V/8LDw7PUHyGEEELkPv+pEcTXrl69yowZM4iOjsbNzY2SJUummxjy2tixYzl+/DiFCxfGwsKCHj16kJCQQNeuXWnYsCH29vZZbvfMmTMkJibSpk0bjIyM9BNWPv30U32ZgQMHMmPGDAoUKKDfZ2trS0xMjH57+/btjB8/Xj/SGB0drS8fGxtr0Kfy5cuzbt06ypQpk64/hQoVwt3dPUt9VyqVKJXKLF+rEEIIIXKv/9wIIrwKTZs3b+bgwYMsW7aMYcOGUb169QzLTp06lVq1atG1a1cKFiwIwOXLl/nf//5H27ZtsbGxyXK7R44coU6dOly9epWgoCDatGnDkSNHDMo4OzvTpUsX9uzZo99XsWJFg0/Q3L17l0KFCuHh4YGVlRVXrlzRH7t27Rqenp4G13r8+HHKly+f5X4KIYQQ4r/tPxkQ/0qn0/HkyRMuXrzIL7/8wu7du9FqtfrjO3fuxM3NjS5duqBSqTAyMkKj0dCwYUNOnz7N1q1bAThx4oS+zsuXL3n48KH+FxERAbyaoNK8eXPc3d1xd3enZcuW6QIiwJAhQwz6MGjQIBYtWsThw4cJCAhg0aJFdO7cGVNTU7p3784PP/zAjRs3WL16NefPnzcYkSxTpgwmJiYZBsS4uDhiYmL0v7++nyiEEEKI/67/zCPmc+fOsXnzZv5fe/cfE3X9wHH8dXAgdCGgLCqPBchh5UYuRl1b45+YwcAVuVKkOd2MkgWbA2ZtNnJt6trSaKEuxopY9ENjg00z0bT6QytaAwymM/Xomm2SwJ0oP+++f7ju+72sr3eO9vkcPh/b/fE54O7Fe+jnde/P+/P5jI+Pa3h4WNHR0YF1ff97JvL09LRsNpsKCgp06NAhTUxMqLq6WpJ05swZnTx5UuXl5UpOTlZtba0uX76s9vZ2ffLJJ4Ezkpubm9Xc3Bx4TZvNpnPnzqm3t1d79uwJPP/EE09o48aNGhgYCMr6yCOPyOl0BrZXrlypixcvat26dZqZmVFFRYUqKiokSTt37tQLL7yg3NxcpaSkqLW1VVlZWXK73ZKur2u8//77lZOTI5fLFfQ++fn5Qdvbt2/XK6+8Eta4ntr6ZFizqAAAwPws/r+e1TBH+f1+nThxQjabTVlZWSFdnmZqakoxMTGB7SNHjuj111/XyMiIYmNjFRMTo7GxMdntdm3atElPPvnkv/krmIrH41FiYqJGR0cpiAAARIhQ99+3TUGcbTMzM7f1haUpiAAARJ5Q99+3/RrEW3U7l0MAADC33TZrEDG7/px45o4qAABEjj/32zc7gExBxC35448/JElpaWkGJwEAAOHyer1Bd2L7KwoibsmfF+MeHBz8v39guP5pLS0tTb/++ivrNW+CsQodYxU6xip0jFV4InG8/H6/vF6v7r333v/7fRRE3JKoqOvLVxMTEyPmH4XR5s+fz1iFiLEKHWMVOsYqdIxVeCJtvEKZ2OEkFQAAAAShIAIAACAIBRG3ZN68eaqvr9e8efOMjmJ6jFXoGKvQMVahY6xCx1iFZy6PFxfKBgAAQBBmEAEAABCEgggAAIAgFEQAiEAjIyP67rvvNDw8bHQUAHMQBRH4Fw0NDSkjI0MXLlwwOorpdXR0KDMzU1arVcuWLdPAwIDRkUxr3759Sk9P14YNG2S327Vv3z6jI0WEwsJCffDBB0bHMK3q6mpZLJbAIysry+hIEWHz5s1asWKF0TFmHQURYTt16pTy8vKUnJysurq6m97P8XY1NDSkkpISymEIfvnlF61fv147duzQb7/9puzsbG3YsMHoWKY0OjqqyspKffPNN+rr61NjY6Pq6uqMjmV6H330kb788kujY5had3e3Dhw4oOHhYQ0PD+unn34yOpLp9fb2avfu3WpoaDA6yqyjICIsExMTWrFihXJzc9Xd3a3+/n4+kf+D1atXa82aNUbHiAgDAwPasWOHnnvuOaWmpmrjxo3snP6Bx+PR22+/rZycHEnSww8/HLg3Ov7e5cuXVVNToyVLlhgdxbSmp6f1888/Kz8/X0lJSUpKSlJCQoLRsUzN5/OpoqJCmzZtUmZmptFxZh0FEWH54osvNDo6qp07d2rx4sXatm2bmpubjY5lSk1NTaqurjY6RkQoKSlRRUVFYPv06dNyOBwGJjKvtLQ0lZeXS5Kmpqa0a9culZaWGpzK3GpqalRaWiqn02l0FNPq6+uTz+fTsmXLFB8fr8LCQg0ODhody9T27t2rvr4+paenq7OzU5OTk0ZHmlUURISlp6dHTqdTd9xxhyQpJydH/f39Bqcyp4yMDKMjRKTJyUm99dZbeumll4yOYmo9PT26++67dejQIb3zzjtGxzGtY8eO6ejRo3rzzTeNjmJq/f39WrJkiVpbW9Xb2yur1Rr0oQ3Brly5ovr6emVmZsrlcmnXrl16/PHHde3aNaOjzRoKIsLi8XiCio/FYlF0dDRnUmLW1NfXy2azsQbxJnJycnT48GE5HA7G6h+Mj4/rxRdf1J49ezhcehPl5eXq7u7WY489JofDod27d6urq0sej8foaKbU3t6usbExHTt2TFu3blVXV5e8Xq9aW1uNjjZrrEYHQGSxWq033FIoLi5OV69eVXJyskGpMFd89dVXamxs1MmTJxUTE2N0HFOzWCzKzc1VS0uLFi9erJGRESUlJRkdy1TeeOMN5eXlqbi42OgoEeeuu+6Sz+fTxYsXNX/+fKPjmI7b7ZbT6VRKSoqk6/vGnJwcnT171uBks4cZRIRlwYIFunTpUtBzXq9XsbGxBiXCXHH+/HmVlZWpsbFRDz74oNFxTOvrr78OOms5NjZWFotFUVH8d/5XbW1t6ujoCJx00dbWpsrKSlVWVhodzXTq6urU1tYW2D5x4oSioqKUlpZmYCrzstvtNxxOdrlcWrRokUGJZh8ziAhLXl6empqaAtvnz5/XxMSEFixYYGAqRLpr166ppKRETz31lEpLS3XlyhVJks1mk8ViMTiduWRnZ+u9996Tw+FQUVGRtmzZouXLlzPL8ze+/fZbTU9PB7Zra2vldDq1bt0640KZ1EMPPaQtW7YoNTVVMzMzqqqq0tq1awPrzRGsuLhYVVVV2rt3r0pKStTe3q6enp45dU1SPnIiLPn5+fJ4PHr//fclSdu2bVNBQYGio6MNToZIdvjwYfX396upqUkJCQmBh8vlMjqa6dxzzz3av3+/GhoatHTpUl29elUffvih0bFMyW63Kz09PfC48847lZKSEjgsiP96/vnntWrVKq1cuVJlZWUqLCzUu+++a3Qs01q4cKEOHjyolpYWZWdnq6GhQZ999tmcmnG1+LnKMcLU2dmpsrIyxcfHKyoqSsePH+eQIAAAcwgFEbfk999/148//iin06mFCxcaHQcAAMwiCiIAAACCsAYRAAAAQSiIAAAACEJBBAAAQBAKIgAAgMkNDQ0pIyNDFy5cCOvnVq1apaqqqrDfjwtlAwAAmNjQ0JBKSkrCLocHDx7U8ePHdfr06bDfkxlEAAAAE1u9erXWrFkT1s+MjY2psrJS27dvv6X7tFMQAQAATKypqUnV1dU3PP/DDz/o0UcfVWJiop555hmNjo4GvrZ161ZNTk7KarWqq6tLPp8vrPekIAIAAJhYRkbGDc+NjIyoqKhIRUVF6u3tlcfjUU1NjSTJ5XKpoaFBGRkZOnfunDZv3qynn346rJLIGkQAAIAIc+DAAcXExKi+vl4Wi0W1tbVau3atJKmlpUWpqak6evSo4uLiVFNTo/vuu09HjhzR8uXLQ3p9CiIAAECEcbvdunTpkpKTkyVJPp9PXq9X4+PjcrvdKigoUFxcnCQpISFBDodDZ8+epSACAADMVXa7Xbm5ufr0008lSX6/X6Ojo4qJiZHdbtfAwEDge30+n9xutxYtWhTy67MGEQAAIMIUFxdrcHBQ33//veLj47V//34VFhbK7/fr2WefVWdnpz7//HO53W69+uqrmpqaUkFBQcivzwwiAABAhElKSlJnZ6defvllrV+/XkuXLlVnZ6esVqseeOABffzxx3rttdd05swZZWVlqaOjQzabLeTXt/j9fv+/mB8AAAARhkPMAAAACEJBBAAAQBAKIgAAAIJQEAEAABCEgggAAIAgFEQAAAAEoSACAAAgCAURAAAAQSiIAAAACEJBBAAAQBAKIgAAAIL8Byi8a9MaDZWUAAAAAElFTkSuQmCC\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 点赞排名\n",
    "rank_star = data_user['获赞数']\n",
    "rank_star = rank_star.sort_values(ascending=False)\n",
    "rank_star.plot.barh()\n",
    "rank_star.to_csv('rank_star.csv')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "outputs": [
    {
     "data": {
      "text/plain": "<AxesSubplot: ylabel='账号名称'>"
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 粉丝排名\n",
    "rank_fan = data_user['粉丝数']\n",
    "rank_fan = rank_fan.sort_values(ascending=False)\n",
    "rank_fan.to_csv('rank_fan.csv')\n",
    "rank_fan.plot.barh()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "账号名称\n",
      "兰蔻LANCOME       157\n",
      "百雀羚             117\n",
      "相宜本草            110\n",
      "自然堂             106\n",
      "雅诗兰黛             90\n",
      "韩束KANS           87\n",
      "巴黎欧莱雅            55\n",
      "水密码              51\n",
      "OLAY             50\n",
      "曼秀雷敦             46\n",
      "玫琳凯MARYKAY       44\n",
      "Clinique倩碧       28\n",
      "佰草集Herborist     23\n",
      "资生堂SHISEIDO      19\n",
      "欧珀莱               9\n",
      "丁家宜TJOY           8\n",
      "薇姿                6\n",
      "妮维雅               4\n",
      "Name: 作品数, dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 作品排名\n",
    "rank_publish = data_user['作品数']\n",
    "rank_publish = rank_publish.sort_values(ascending=False)\n",
    "rank_publish.to_csv('rank_publish.csv')\n",
    "rank_publish.plot.barh()\n",
    "print(rank_publish)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "outputs": [
    {
     "data": {
      "text/plain": "      账号名称      话题名称                                        视频标题  \\\n0      妮维雅  予妮呵护始终如一                      #予妮呵护始终如一 妮维雅身体护肤代言人杨紫   \n1      妮维雅       NaN                            妮维雅清爽美白好物❤️张佳宁推荐   \n2      妮维雅   氨基酸洁面泡泡                             #氨基酸洁面泡泡 @阿童儿姑娘   \n3      妮维雅    氨基酸洗面奶                                     #氨基酸洗面奶   \n4  丁家宜TJOY       丁家宜  #丁家宜 美丽新参代 北纬40度长白山溯源 25年潜心积淀，打造人参护肤科技领先品牌   \n\n                                                  网址  \\\n0  https://www.iesdouyin.com/share/video/68443334...   \n1  https://www.iesdouyin.com/share/video/68436620...   \n2  https://www.iesdouyin.com/share/video/68421896...   \n3  https://www.iesdouyin.com/share/video/68392482...   \n4  https://www.iesdouyin.com/share/video/67538672...   \n\n                                                视频网址  秒长（单位：分）  点赞量  评论量  分享量  \\\n0  ['http://p9-dy.byteimg.com/obj/ies-music/68443...      0.73   13    2    3   \n1  ['http://p1-dy.byteimg.com/obj/ies-music/68436...      1.00    5    1    3   \n2  ['http://p9-dy.byteimg.com/obj/ies-music/68421...      2.75    5    2    1   \n3  ['http://p9-dy.byteimg.com/obj/ies-music/68392...      1.24    8    3    6   \n4  ['http://p9-dy.byteimg.com/obj/ies-music/16488...      0.29    4    9    3   \n\n                  发布时间  \n0  2020-07-01T02:29:22  \n1  2020-06-29T07:04:22  \n2  2020-06-25T07:50:37  \n3  2020-06-17T09:36:07  \n4  2019-10-31T07:34:23  ",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>账号名称</th>\n      <th>话题名称</th>\n      <th>视频标题</th>\n      <th>网址</th>\n      <th>视频网址</th>\n      <th>秒长（单位：分）</th>\n      <th>点赞量</th>\n      <th>评论量</th>\n      <th>分享量</th>\n      <th>发布时间</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>妮维雅</td>\n      <td>予妮呵护始终如一</td>\n      <td>#予妮呵护始终如一 妮维雅身体护肤代言人杨紫</td>\n      <td>https://www.iesdouyin.com/share/video/68443334...</td>\n      <td>['http://p9-dy.byteimg.com/obj/ies-music/68443...</td>\n      <td>0.73</td>\n      <td>13</td>\n      <td>2</td>\n      <td>3</td>\n      <td>2020-07-01T02:29:22</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>妮维雅</td>\n      <td>NaN</td>\n      <td>妮维雅清爽美白好物❤️张佳宁推荐</td>\n      <td>https://www.iesdouyin.com/share/video/68436620...</td>\n      <td>['http://p1-dy.byteimg.com/obj/ies-music/68436...</td>\n      <td>1.00</td>\n      <td>5</td>\n      <td>1</td>\n      <td>3</td>\n      <td>2020-06-29T07:04:22</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>妮维雅</td>\n      <td>氨基酸洁面泡泡</td>\n      <td>#氨基酸洁面泡泡 @阿童儿姑娘</td>\n      <td>https://www.iesdouyin.com/share/video/68421896...</td>\n      <td>['http://p9-dy.byteimg.com/obj/ies-music/68421...</td>\n      <td>2.75</td>\n      <td>5</td>\n      <td>2</td>\n      <td>1</td>\n      <td>2020-06-25T07:50:37</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>妮维雅</td>\n      <td>氨基酸洗面奶</td>\n      <td>#氨基酸洗面奶</td>\n      <td>https://www.iesdouyin.com/share/video/68392482...</td>\n      <td>['http://p9-dy.byteimg.com/obj/ies-music/68392...</td>\n      <td>1.24</td>\n      <td>8</td>\n      <td>3</td>\n      <td>6</td>\n      <td>2020-06-17T09:36:07</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>丁家宜TJOY</td>\n      <td>丁家宜</td>\n      <td>#丁家宜 美丽新参代 北纬40度长白山溯源 25年潜心积淀，打造人参护肤科技领先品牌</td>\n      <td>https://www.iesdouyin.com/share/video/67538672...</td>\n      <td>['http://p9-dy.byteimg.com/obj/ies-music/16488...</td>\n      <td>0.29</td>\n      <td>4</td>\n      <td>9</td>\n      <td>3</td>\n      <td>2019-10-31T07:34:23</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 读入视频数据\n",
    "data_video = pd.read_excel(path_data, sheet_name='视频信息')\n",
    "data_video.describe()\n",
    "data_video.head()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/9l/jb28gjj92n1gc3_v2r17t55c0000gn/T/ipykernel_4384/1400596578.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  video_star['date'] =  video_star['发布时间'].apply(lambda x : x[0:10])\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "               点赞量    评论量   分享量\n",
      "date                           \n",
      "2018-04-17       4      4     0\n",
      "2018-05-02      12      3    18\n",
      "2018-05-30       4      0     3\n",
      "2018-06-14   76007  10744  3062\n",
      "2018-06-20  145083   4430  1494\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "video_star = data_video[['点赞量','评论量','分享量','发布时间']]\n",
    "video_star['date'] =  video_star['发布时间'].apply(lambda x : x[0:10])\n",
    "month_sum = video_star.groupby(by=['date'])[['点赞量','评论量','分享量']].sum()\n",
    "month_sum.plot.line()\n",
    "month_sum.to_csv('video_date_count.csv')\n",
    "print(month_sum.head())"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "outputs": [
    {
     "data": {
      "text/plain": "<AxesSubplot: ylabel='period'>"
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#时长分布\n",
    "def time_split(x):\n",
    "    if x <= 0.25:\n",
    "        return '15s'\n",
    "    elif x <= 0.5:\n",
    "        return '15-30s'\n",
    "    elif x <= 0.75:\n",
    "        return '30-45s'\n",
    "    elif x <= 1.0:\n",
    "        return '45-60s'\n",
    "    elif x <= 1.25:\n",
    "        return '1min-1min15s'\n",
    "    elif x <= 1.5:\n",
    "        return '1min15s-1min30s'\n",
    "    elif x <= 1.75:\n",
    "        return '1min30s-1min45s'\n",
    "    elif x <= 2:\n",
    "        return '1min45s-2min'\n",
    "    else:\n",
    "        return '2min+'\n",
    "\n",
    "data_video['period'] = data_video['秒长（单位：分）'].apply(time_split)\n",
    "period = data_video.groupby(by=['period'])['period'].count()\n",
    "# period = period / period.sum()\n",
    "period.to_csv('video_period.csv')\n",
    "period.plot.pie()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "outputs": [
    {
     "data": {
      "text/plain": "<AxesSubplot: ylabel='账号名称'>"
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "brand = data_video.groupby(by=['账号名称'])['账号名称'].count()\n",
    "# brand = brand / brand.sum()\n",
    "brand.to_csv('video_brand.csv')\n",
    "brand.plot.pie()\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "outputs": [
    {
     "data": {
      "text/plain": "  发布者名称                    视频标题    评论用户名称            评论内容  点赞数  回复评论数  \\\n0   妮维雅  #予妮呵护始终如一 妮维雅身体护肤代言人杨紫  爱吃烤面包的李奥  杨紫 我女神！！！！！！！！    0    0.0   \n1   妮维雅  #予妮呵护始终如一 妮维雅身体护肤代言人杨紫   小白白的一家子          小猴紫@杨紫    0    0.0   \n2   妮维雅        妮维雅清爽美白好物❤️张佳宁推荐     法兰克爸爸             [赞]    1    0.0   \n3   妮维雅         #氨基酸洁面泡泡 @阿童儿姑娘   小白白的一家子    这个我用过，很舒服[赞]    0    0.0   \n4   妮维雅         #氨基酸洁面泡泡 @阿童儿姑娘   小白白的一家子            好物推荐    0    0.0   \n\n                  发布时间  \n0  2020-07-01T11:13:23  \n1  2020-07-02T10:14:39  \n2  2020-06-29T15:03:29  \n3  2020-06-25T13:45:39  \n4  2020-06-25T13:47:04  ",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>发布者名称</th>\n      <th>视频标题</th>\n      <th>评论用户名称</th>\n      <th>评论内容</th>\n      <th>点赞数</th>\n      <th>回复评论数</th>\n      <th>发布时间</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>妮维雅</td>\n      <td>#予妮呵护始终如一 妮维雅身体护肤代言人杨紫</td>\n      <td>爱吃烤面包的李奥</td>\n      <td>杨紫 我女神！！！！！！！！</td>\n      <td>0</td>\n      <td>0.0</td>\n      <td>2020-07-01T11:13:23</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>妮维雅</td>\n      <td>#予妮呵护始终如一 妮维雅身体护肤代言人杨紫</td>\n      <td>小白白的一家子</td>\n      <td>小猴紫@杨紫</td>\n      <td>0</td>\n      <td>0.0</td>\n      <td>2020-07-02T10:14:39</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>妮维雅</td>\n      <td>妮维雅清爽美白好物❤️张佳宁推荐</td>\n      <td>法兰克爸爸</td>\n      <td>[赞]</td>\n      <td>1</td>\n      <td>0.0</td>\n      <td>2020-06-29T15:03:29</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>妮维雅</td>\n      <td>#氨基酸洁面泡泡 @阿童儿姑娘</td>\n      <td>小白白的一家子</td>\n      <td>这个我用过，很舒服[赞]</td>\n      <td>0</td>\n      <td>0.0</td>\n      <td>2020-06-25T13:45:39</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>妮维雅</td>\n      <td>#氨基酸洁面泡泡 @阿童儿姑娘</td>\n      <td>小白白的一家子</td>\n      <td>好物推荐</td>\n      <td>0</td>\n      <td>0.0</td>\n      <td>2020-06-25T13:47:04</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 读入评论数据\n",
    "data_comment = pd.read_excel(path_data, sheet_name='评论信息')\n",
    "data_comment.describe()\n",
    "data_comment.head()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 评论数量趋势\n",
    "data_comment['date'] =  data_comment['发布时间'].apply(lambda x : x[0:10])\n",
    "date_sum = data_comment.groupby(by=['date'])[['date']].count()\n",
    "date_sum.plot.line()\n",
    "date_sum.to_csv('comment_date_count.csv')\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 评论排名\n",
    "rank_topic = data_comment.groupby(by=['视频标题'])['视频标题'].count()\n",
    "rank_topic = rank_topic.sort_values(ascending=False)\n",
    "rank_topic.head(10).plot.barh()\n",
    "rank_topic.to_csv('comment_rank.csv')\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 评论品牌分布\n",
    "import numpy as np\n",
    "rank_brand = data_comment.groupby(by=['发布者名称'])['发布者名称'].count()\n",
    "rank_brand = rank_brand.sort_values(ascending=False)\n",
    "rank_brand.plot.pie()\n",
    "rank_brand.to_csv('comment_rank_brand.csv')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}